In this project, you'll use generative adversarial networks to generate new images of faces.
You'll be using two datasets in this project:
Since the celebA dataset is complex and you're doing GANs in a project for the first time, we want you to test your neural network on MNIST before CelebA. Running the GANs on MNIST will allow you to see how well your model trains sooner.
If you're using FloydHub, set data_dir to "/input" and use the FloydHub data ID "R5KrjnANiKVhLWAkpXhNBe".
data_dir = './data'
# FloydHub - Use with data ID "R5KrjnANiKVhLWAkpXhNBe"
#data_dir = '/input'
"""
DON'T MODIFY ANYTHING IN THIS CELL
"""
import helper
helper.download_extract('mnist', data_dir)
helper.download_extract('celeba', data_dir)
Found mnist Data Found celeba Data
show_n_images = 25
"""
DON'T MODIFY ANYTHING IN THIS CELL
"""
%matplotlib inline
import os
from glob import glob
from matplotlib import pyplot
mnist_images = helper.get_batch(glob(os.path.join(data_dir, 'mnist/*.jpg'))[:show_n_images], 28, 28, 'L')
pyplot.imshow(helper.images_square_grid(mnist_images, 'L'), cmap='gray')
<matplotlib.image.AxesImage at 0x7f18f14be518>
The CelebFaces Attributes Dataset (CelebA) dataset contains over 200,000 celebrity images with annotations. Since you're going to be generating faces, you won't need the annotations. You can view the first number of examples by changing show_n_images.
show_n_images = 25
"""
DON'T MODIFY ANYTHING IN THIS CELL
"""
mnist_images = helper.get_batch(glob(os.path.join(data_dir, 'img_align_celeba/*.jpg'))[:show_n_images], 28, 28, 'RGB')
pyplot.imshow(helper.images_square_grid(mnist_images, 'RGB'))
<matplotlib.image.AxesImage at 0x7f18f13a15f8>
Since the project's main focus is on building the GANs, we'll preprocess the data for you. The values of the MNIST and CelebA dataset will be in the range of -0.5 to 0.5 of 28x28 dimensional images. The CelebA images will be cropped to remove parts of the image that don't include a face, then resized down to 28x28.
The MNIST images are black and white images with a single color channel while the CelebA images have 3 color channels (RGB color channel).
You'll build the components necessary to build a GANs by implementing the following functions below:
model_inputsdiscriminatorgeneratormodel_lossmodel_opttrainThis will check to make sure you have the correct version of TensorFlow and access to a GPU
"""
DON'T MODIFY ANYTHING IN THIS CELL
"""
from distutils.version import LooseVersion
import warnings
import tensorflow as tf
# Check TensorFlow Version
assert LooseVersion(tf.__version__) >= LooseVersion('1.0'), 'Please use TensorFlow version 1.0 or newer. You are using {}'.format(tf.__version__)
print('TensorFlow Version: {}'.format(tf.__version__))
# Check for a GPU
if not tf.test.gpu_device_name():
warnings.warn('No GPU found. Please use a GPU to train your neural network.')
else:
print('Default GPU Device: {}'.format(tf.test.gpu_device_name()))
TensorFlow Version: 1.1.0 Default GPU Device: /gpu:0
Implement the model_inputs function to create TF Placeholders for the Neural Network. It should create the following placeholders:
image_width, image_height, and image_channels.z_dim.Return the placeholders in the following the tuple (tensor of real input images, tensor of z data)
import problem_unittests as tests
def model_inputs(image_width, image_height, image_channels, z_dim):
"""
Create the model inputs
:param image_width: The input image width
:param image_height: The input image height
:param image_channels: The number of image channels
:param z_dim: The dimension of Z
:return: Tuple of (tensor of real input images, tensor of z data, learning rate)
"""
# TODO: Implement Function
input_real = tf.placeholder(tf.float32,
shape=(None, image_width, image_height, image_channels),
name='input_real')
inputs_z = tf.placeholder(tf.float32, (None, z_dim), name='input_z')
learning_rate = tf.placeholder(tf.float32, name='learning_rate')
return input_real, inputs_z, learning_rate
"""
DON'T MODIFY ANYTHING IN THIS CELL THAT IS BELOW THIS LINE
"""
tests.test_model_inputs(model_inputs)
Tests Passed
Implement discriminator to create a discriminator neural network that discriminates on images. This function should be able to reuse the variables in the neural network. Use tf.variable_scope with a scope name of "discriminator" to allow the variables to be reused. The function should return a tuple of (tensor output of the discriminator, tensor logits of the discriminator).
def leaky_relu(x, alpha=0.2):
return tf.maximum(alpha*x,x)
def discriminator(images, reuse=False):
"""
Create the discriminator network
:param images: Tensor of input image(s)
:param reuse: Boolean if the weights should be reused
:return: Tuple of (tensor output of the discriminator, tensor logits of the discriminator)
"""
# TODO: Implement Function
with tf.variable_scope('discriminator', reuse=reuse):
conv_layer1 = tf.layers.conv2d(images, 64, 5, strides=2, padding='same')
relu1 = leaky_relu(conv_layer1)
conv_layer2 = tf.layers.conv2d(conv_layer1, 128, 5, strides=2, padding='same')
conv_layer2 = tf.layers.batch_normalization(conv_layer2, training=True)
relu2 = leaky_relu(conv_layer2)
conv_layer3 = tf.layers.conv2d(conv_layer2, 256, 5, strides=2, padding='same')
conv_layer3 = tf.layers.batch_normalization(conv_layer3, training=True)
relu3 = leaky_relu(conv_layer3)
conv_layer4 = tf.layers.conv2d(conv_layer3, 512, 5, strides=2, padding='same')
conv_layer4 = tf.layers.batch_normalization(conv_layer4)
relu4 = leaky_relu(conv_layer4)
#Flat
flat = tf.reshape(relu3, (-1, 4*4*256))
#Logits
logits = tf.layers.dense(flat, 1)
out = tf.sigmoid(logits)
return out, logits
"""
DON'T MODIFY ANYTHING IN THIS CELL THAT IS BELOW THIS LINE
"""
tests.test_discriminator(discriminator, tf)
Tests Passed
Implement generator to generate an image using z. This function should be able to reuse the variables in the neural network. Use tf.variable_scope with a scope name of "generator" to allow the variables to be reused. The function should return the generated 28 x 28 x out_channel_dim images.
def generator(z, out_channel_dim, is_train=True):
"""
Create the generator network
:param z: Input z
:param out_channel_dim: The number of channels in the output image
:param is_train: Boolean if generator is being used for training
:return: The tensor output of the generator
"""
# TODO: Implement Function
with tf.variable_scope('generator', reuse=False if is_train==True else True):
#Fully connected layer
fully_conn = tf.layers.dense(z, 7*7*512)
fully_conn = tf.reshape(fully_conn, (-1,7,7,512))
fully_conn = tf.layers.batch_normalization(fully_conn, training=is_train)
fully_conn = leaky_relu(fully_conn)
# 7x7x512
#Convolutions
conv_layer1 = tf.layers.conv2d_transpose(fully_conn, 256, 3, strides=2, padding='same')
conv_layer1 = tf.layers.batch_normalization(conv_layer1, training=is_train)
conv_layer1 = leaky_relu(conv_layer1)
# 14x14x256
conv_layer2 = tf.layers.conv2d_transpose(conv_layer1, 128, 3, strides=1, padding='same')
conv_layer2 = tf.layers.batch_normalization(conv_layer2, training=is_train)
conv_layer2 = leaky_relu(conv_layer2)
# 14x14x128
conv_layer3 = tf.layers.conv2d_transpose(conv_layer2, 64, 3, strides=2, padding='same')
conv_layer3 = tf.layers.batch_normalization(conv_layer3, training=is_train)
conv_layer3 = leaky_relu(conv_layer3)
# 28x28x64
# Output layer
logits = tf.layers.conv2d_transpose(conv_layer3, out_channel_dim, 3, strides=1, padding='same')
# 28x28xout_dim
gen_out = tf.tanh(logits)
return gen_out
"""
DON'T MODIFY ANYTHING IN THIS CELL THAT IS BELOW THIS LINE
"""
tests.test_generator(generator, tf)
Tests Passed
Implement model_loss to build the GANs for training and calculate the loss. The function should return a tuple of (discriminator loss, generator loss). Use the following functions you implemented:
discriminator(images, reuse=False)generator(z, out_channel_dim, is_train=True)def model_loss(input_real, input_z, out_channel_dim):
"""
Get the loss for the discriminator and generator
:param input_real: Images from the real dataset
:param input_z: Z input
:param out_channel_dim: The number of channels in the output image
:return: A tuple of (discriminator loss, generator loss)
"""
# TODO: Implement Function
# Label smoothing
smooth = 0.1
g_model = generator(input_z, out_channel_dim, is_train=True)
d_model_real, d_logits_real = discriminator(input_real, reuse=False)
d_model_fake, d_logits_fake = discriminator(g_model, reuse=True)
d_loss_real = tf.reduce_mean(
tf.nn.sigmoid_cross_entropy_with_logits(logits=d_logits_real,
labels=(tf.ones_like(d_model_real)*(1-smooth)) ))
d_loss_fake = tf.reduce_mean(
tf.nn.sigmoid_cross_entropy_with_logits(logits=d_logits_fake,
labels=tf.zeros_like(d_model_fake)))
dicriminator_loss = d_loss_real + d_loss_fake
g_loss = tf.reduce_mean(
tf.nn.sigmoid_cross_entropy_with_logits(logits=d_logits_fake, labels=tf.ones_like(d_model_fake)))
return dicriminator_loss, g_loss
"""
DON'T MODIFY ANYTHING IN THIS CELL THAT IS BELOW THIS LINE
"""
tests.test_model_loss(model_loss)
Tests Passed
Implement model_opt to create the optimization operations for the GANs. Use tf.trainable_variables to get all the trainable variables. Filter the variables with names that are in the discriminator and generator scope names. The function should return a tuple of (discriminator training operation, generator training operation).
def model_opt(d_loss, g_loss, learning_rate, beta1):
"""
Get optimization operations
:param d_loss: Discriminator loss Tensor
:param g_loss: Generator loss Tensor
:param learning_rate: Learning Rate Placeholder
:param beta1: The exponential decay rate for the 1st moment in the optimizer
:return: A tuple of (discriminator training operation, generator training operation)
"""
# TODO: Implement Function
# Get weights and bias to update
t_vars = tf.trainable_variables()
d_vars = [var for var in t_vars if var.name.startswith('discriminator')]
g_vars = [var for var in t_vars if var.name.startswith('generator')]
# Optimize
with tf.control_dependencies(tf.get_collection(tf.GraphKeys.UPDATE_OPS)):
d_train_opt = tf.train.AdamOptimizer(learning_rate, beta1=beta1).minimize(d_loss, var_list=d_vars)
g_train_opt = tf.train.AdamOptimizer(learning_rate, beta1=beta1).minimize(g_loss, var_list=g_vars)
return d_train_opt, g_train_opt
"""
DON'T MODIFY ANYTHING IN THIS CELL THAT IS BELOW THIS LINE
"""
tests.test_model_opt(model_opt, tf)
Tests Passed
"""
DON'T MODIFY ANYTHING IN THIS CELL
"""
import numpy as np
def show_generator_output(sess, n_images, input_z, out_channel_dim, image_mode):
"""
Show example output for the generator
:param sess: TensorFlow session
:param n_images: Number of Images to display
:param input_z: Input Z Tensor
:param out_channel_dim: The number of channels in the output image
:param image_mode: The mode to use for images ("RGB" or "L")
"""
cmap = None if image_mode == 'RGB' else 'gray'
z_dim = input_z.get_shape().as_list()[-1]
example_z = np.random.uniform(-1, 1, size=[n_images, z_dim])
samples = sess.run(
generator(input_z, out_channel_dim, False),
feed_dict={input_z: example_z})
images_grid = helper.images_square_grid(samples, image_mode)
pyplot.imshow(images_grid, cmap=cmap)
pyplot.show()
Implement train to build and train the GANs. Use the following functions you implemented:
model_inputs(image_width, image_height, image_channels, z_dim)model_loss(input_real, input_z, out_channel_dim)model_opt(d_loss, g_loss, learning_rate, beta1)Use the show_generator_output to show generator output while you train. Running show_generator_output for every batch will drastically increase training time and increase the size of the notebook. It's recommended to print the generator output every 100 batches.
def train(epoch_count, batch_size, z_dim, learning_rate, beta1, get_batches, data_shape, data_image_mode):
"""
Train the GAN
:param epoch_count: Number of epochs
:param batch_size: Batch Size
:param z_dim: Z dimension
:param learning_rate: Learning Rate
:param beta1: The exponential decay rate for the 1st moment in the optimizer
:param get_batches: Function to get batches
:param data_shape: Shape of the data
:param data_image_mode: The image mode to use for images ("RGB" or "L")
"""
# TODO: Build Model
print("Shape:", data_shape)
print("Learning rate:", learning_rate)
img_width = data_shape[1]
img_height = data_shape[2]
img_channels = data_shape[3]
# Init GAN
input_real, input_z, lr = model_inputs(img_width, img_height, img_channels, z_dim)
print(input_real)
print(input_z)
d_loss, g_loss = model_loss(input_real, input_z, img_channels)
d_opt, g_opt = model_opt(d_loss, g_loss, learning_rate, beta1)
# Train
steps = 0
saver = tf.train.Saver()
with tf.Session() as sess:
sess.run(tf.global_variables_initializer())
for epoch_i in range(epoch_count):
for batch_images in get_batches(batch_size):
# TODO: Train Model
steps += 1
#adjust the range
batch_images *= 2
batch_z = np.random.uniform(-1,1, size=(batch_size, z_dim))
_ = sess.run(d_opt, feed_dict={input_real: batch_images, input_z: batch_z, lr: learning_rate})
_ = sess.run(g_opt, feed_dict={input_real: batch_images, input_z: batch_z, lr: learning_rate})
if steps % 5 == 0:
d_loss_train = d_loss.eval({input_z: batch_z, input_real: batch_images})
g_loss_train = g_loss.eval({input_z: batch_z})
print("Epoch {}/{}...".format(epoch_i+1, epoch_count),
"Discriminator Loss: {:.4f}...".format(d_loss_train),
"Generator Loss: {:.4f}".format(g_loss_train))
if steps % 100 == 0:
show_generator_output(sess, 25, input_z, img_channels, data_image_mode)
Test your GANs architecture on MNIST. After 2 epochs, the GANs should be able to generate images that look like handwritten digits. Make sure the loss of the generator is lower than the loss of the discriminator or close to 0.
batch_size = 64
z_dim = 128
learning_rate = 0.0002
beta1 = 0.5
tf.reset_default_graph()
"""
DON'T MODIFY ANYTHING IN THIS CELL THAT IS BELOW THIS LINE
"""
epochs = 3
mnist_dataset = helper.Dataset('mnist', glob(os.path.join(data_dir, 'mnist/*.jpg')))
with tf.Graph().as_default():
train(epochs, batch_size, z_dim, learning_rate, beta1, mnist_dataset.get_batches,
mnist_dataset.shape, mnist_dataset.image_mode)
Shape: (60000, 28, 28, 1)
Learning rate: 0.0002
Tensor("input_real:0", shape=(?, 28, 28, 1), dtype=float32)
Tensor("input_z:0", shape=(?, 128), dtype=float32)
Epoch 1/3... Discriminator Loss: 4.7659... Generator Loss: 0.0188
Epoch 1/3... Discriminator Loss: 4.4947... Generator Loss: 0.0233
Epoch 1/3... Discriminator Loss: 0.4027... Generator Loss: 3.8965
Epoch 1/3... Discriminator Loss: 2.2853... Generator Loss: 0.1931
Epoch 1/3... Discriminator Loss: 0.9760... Generator Loss: 0.9237
Epoch 1/3... Discriminator Loss: 0.7341... Generator Loss: 1.2439
Epoch 1/3... Discriminator Loss: 0.4050... Generator Loss: 2.9258
Epoch 1/3... Discriminator Loss: 0.3604... Generator Loss: 7.8796
Epoch 1/3... Discriminator Loss: 0.3446... Generator Loss: 6.7756
Epoch 1/3... Discriminator Loss: 0.3490... Generator Loss: 4.7021
Epoch 1/3... Discriminator Loss: 0.3380... Generator Loss: 7.8943
Epoch 1/3... Discriminator Loss: 0.4240... Generator Loss: 2.8741
Epoch 1/3... Discriminator Loss: 0.4304... Generator Loss: 2.6131
Epoch 1/3... Discriminator Loss: 0.5813... Generator Loss: 1.7513
Epoch 1/3... Discriminator Loss: 1.1915... Generator Loss: 0.6438
Epoch 1/3... Discriminator Loss: 0.9627... Generator Loss: 1.0135
Epoch 1/3... Discriminator Loss: 0.7917... Generator Loss: 1.3625
Epoch 1/3... Discriminator Loss: 0.6223... Generator Loss: 1.5891
Epoch 1/3... Discriminator Loss: 0.4546... Generator Loss: 2.4182
Epoch 1/3... Discriminator Loss: 0.4179... Generator Loss: 2.8465
Epoch 1/3... Discriminator Loss: 0.3845... Generator Loss: 3.1943 Epoch 1/3... Discriminator Loss: 0.3818... Generator Loss: 3.3568 Epoch 1/3... Discriminator Loss: 0.3741... Generator Loss: 3.3084 Epoch 1/3... Discriminator Loss: 0.3626... Generator Loss: 3.6717 Epoch 1/3... Discriminator Loss: 0.3694... Generator Loss: 3.4024 Epoch 1/3... Discriminator Loss: 1.9536... Generator Loss: 0.3407 Epoch 1/3... Discriminator Loss: 2.5141... Generator Loss: 0.3181 Epoch 1/3... Discriminator Loss: 1.0397... Generator Loss: 1.4639 Epoch 1/3... Discriminator Loss: 2.4058... Generator Loss: 0.1648 Epoch 1/3... Discriminator Loss: 1.2593... Generator Loss: 0.8625 Epoch 1/3... Discriminator Loss: 2.3735... Generator Loss: 2.0108 Epoch 1/3... Discriminator Loss: 1.0118... Generator Loss: 1.0695 Epoch 1/3... Discriminator Loss: 1.5564... Generator Loss: 0.7025 Epoch 1/3... Discriminator Loss: 1.2587... Generator Loss: 0.6891 Epoch 1/3... Discriminator Loss: 1.1658... Generator Loss: 1.2454 Epoch 1/3... Discriminator Loss: 1.5093... Generator Loss: 0.5005 Epoch 1/3... Discriminator Loss: 1.6412... Generator Loss: 0.7673 Epoch 1/3... Discriminator Loss: 1.2932... Generator Loss: 0.7701 Epoch 1/3... Discriminator Loss: 1.3640... Generator Loss: 0.7209 Epoch 1/3... Discriminator Loss: 1.3159... Generator Loss: 0.6645
Epoch 1/3... Discriminator Loss: 1.4971... Generator Loss: 0.6613 Epoch 1/3... Discriminator Loss: 1.4134... Generator Loss: 0.6461 Epoch 1/3... Discriminator Loss: 1.5186... Generator Loss: 1.1097 Epoch 1/3... Discriminator Loss: 1.4151... Generator Loss: 0.6535 Epoch 1/3... Discriminator Loss: 1.5168... Generator Loss: 0.6121 Epoch 1/3... Discriminator Loss: 1.5880... Generator Loss: 0.5163 Epoch 1/3... Discriminator Loss: 1.5745... Generator Loss: 0.5369 Epoch 1/3... Discriminator Loss: 1.3387... Generator Loss: 0.8179 Epoch 1/3... Discriminator Loss: 1.3308... Generator Loss: 0.9531 Epoch 1/3... Discriminator Loss: 1.4325... Generator Loss: 0.6782 Epoch 1/3... Discriminator Loss: 1.4776... Generator Loss: 0.9106 Epoch 1/3... Discriminator Loss: 1.4483... Generator Loss: 0.8055 Epoch 1/3... Discriminator Loss: 1.3740... Generator Loss: 0.7570 Epoch 1/3... Discriminator Loss: 1.4544... Generator Loss: 0.9056 Epoch 1/3... Discriminator Loss: 1.4018... Generator Loss: 0.8191 Epoch 1/3... Discriminator Loss: 1.4104... Generator Loss: 0.6950 Epoch 1/3... Discriminator Loss: 1.4973... Generator Loss: 0.6547 Epoch 1/3... Discriminator Loss: 1.2122... Generator Loss: 1.0743 Epoch 1/3... Discriminator Loss: 1.5348... Generator Loss: 0.7020 Epoch 1/3... Discriminator Loss: 1.3654... Generator Loss: 0.6872
Epoch 1/3... Discriminator Loss: 1.3057... Generator Loss: 0.7758 Epoch 1/3... Discriminator Loss: 1.3704... Generator Loss: 0.8114 Epoch 1/3... Discriminator Loss: 1.4318... Generator Loss: 0.7901 Epoch 1/3... Discriminator Loss: 1.2055... Generator Loss: 0.8604 Epoch 1/3... Discriminator Loss: 1.4201... Generator Loss: 0.6619 Epoch 1/3... Discriminator Loss: 1.5538... Generator Loss: 0.5477 Epoch 1/3... Discriminator Loss: 1.3319... Generator Loss: 0.7572 Epoch 1/3... Discriminator Loss: 1.3438... Generator Loss: 0.7505 Epoch 1/3... Discriminator Loss: 1.5113... Generator Loss: 0.8267 Epoch 1/3... Discriminator Loss: 1.3558... Generator Loss: 0.9177 Epoch 1/3... Discriminator Loss: 1.3990... Generator Loss: 0.8248 Epoch 1/3... Discriminator Loss: 1.3395... Generator Loss: 0.8285 Epoch 1/3... Discriminator Loss: 1.2768... Generator Loss: 0.7980 Epoch 1/3... Discriminator Loss: 1.2935... Generator Loss: 0.7164 Epoch 1/3... Discriminator Loss: 1.3798... Generator Loss: 0.6853 Epoch 1/3... Discriminator Loss: 1.3399... Generator Loss: 0.9032 Epoch 1/3... Discriminator Loss: 1.2874... Generator Loss: 1.0035 Epoch 1/3... Discriminator Loss: 1.2371... Generator Loss: 0.8140 Epoch 1/3... Discriminator Loss: 1.4151... Generator Loss: 0.8574 Epoch 1/3... Discriminator Loss: 1.2661... Generator Loss: 1.0870
Epoch 1/3... Discriminator Loss: 1.3201... Generator Loss: 0.8242 Epoch 1/3... Discriminator Loss: 1.3076... Generator Loss: 0.8090 Epoch 1/3... Discriminator Loss: 1.2097... Generator Loss: 0.8756 Epoch 1/3... Discriminator Loss: 1.3074... Generator Loss: 0.7320 Epoch 1/3... Discriminator Loss: 1.2661... Generator Loss: 0.7547 Epoch 1/3... Discriminator Loss: 1.2878... Generator Loss: 0.7277 Epoch 1/3... Discriminator Loss: 1.1698... Generator Loss: 0.9452 Epoch 1/3... Discriminator Loss: 1.1823... Generator Loss: 0.9228 Epoch 1/3... Discriminator Loss: 1.2609... Generator Loss: 0.9783 Epoch 1/3... Discriminator Loss: 1.2676... Generator Loss: 0.7598 Epoch 1/3... Discriminator Loss: 1.1903... Generator Loss: 1.0124 Epoch 1/3... Discriminator Loss: 1.2453... Generator Loss: 0.7990 Epoch 1/3... Discriminator Loss: 1.2567... Generator Loss: 1.1764 Epoch 1/3... Discriminator Loss: 1.2333... Generator Loss: 0.9197 Epoch 1/3... Discriminator Loss: 1.1776... Generator Loss: 0.9776 Epoch 1/3... Discriminator Loss: 1.2410... Generator Loss: 0.9002 Epoch 1/3... Discriminator Loss: 1.2158... Generator Loss: 1.1097 Epoch 1/3... Discriminator Loss: 1.2190... Generator Loss: 0.7352 Epoch 1/3... Discriminator Loss: 1.1785... Generator Loss: 0.9259 Epoch 1/3... Discriminator Loss: 1.2205... Generator Loss: 0.8506
Epoch 1/3... Discriminator Loss: 1.3289... Generator Loss: 0.7298 Epoch 1/3... Discriminator Loss: 1.1101... Generator Loss: 0.8957 Epoch 1/3... Discriminator Loss: 1.1442... Generator Loss: 1.0195 Epoch 1/3... Discriminator Loss: 1.1889... Generator Loss: 1.0632 Epoch 1/3... Discriminator Loss: 1.2669... Generator Loss: 1.0061 Epoch 1/3... Discriminator Loss: 1.2272... Generator Loss: 0.9109 Epoch 1/3... Discriminator Loss: 1.2307... Generator Loss: 0.7594 Epoch 1/3... Discriminator Loss: 1.2083... Generator Loss: 0.8181 Epoch 1/3... Discriminator Loss: 1.1896... Generator Loss: 1.0182 Epoch 1/3... Discriminator Loss: 1.1720... Generator Loss: 1.2383 Epoch 1/3... Discriminator Loss: 1.1948... Generator Loss: 0.9520 Epoch 1/3... Discriminator Loss: 1.1115... Generator Loss: 1.0988 Epoch 1/3... Discriminator Loss: 1.1807... Generator Loss: 0.8920 Epoch 1/3... Discriminator Loss: 1.1639... Generator Loss: 0.9698 Epoch 1/3... Discriminator Loss: 1.2131... Generator Loss: 0.8371 Epoch 1/3... Discriminator Loss: 1.1970... Generator Loss: 1.0277 Epoch 1/3... Discriminator Loss: 1.1358... Generator Loss: 1.0222 Epoch 1/3... Discriminator Loss: 1.1893... Generator Loss: 0.8348 Epoch 1/3... Discriminator Loss: 1.1762... Generator Loss: 1.0332 Epoch 1/3... Discriminator Loss: 1.1677... Generator Loss: 0.9052
Epoch 1/3... Discriminator Loss: 1.1882... Generator Loss: 0.8828 Epoch 1/3... Discriminator Loss: 1.1286... Generator Loss: 0.9676 Epoch 1/3... Discriminator Loss: 1.1700... Generator Loss: 0.9910 Epoch 1/3... Discriminator Loss: 1.2649... Generator Loss: 0.7454 Epoch 1/3... Discriminator Loss: 1.2024... Generator Loss: 0.8008 Epoch 1/3... Discriminator Loss: 1.1743... Generator Loss: 0.8748 Epoch 1/3... Discriminator Loss: 1.1644... Generator Loss: 1.1911 Epoch 1/3... Discriminator Loss: 1.2225... Generator Loss: 1.2383 Epoch 1/3... Discriminator Loss: 1.1869... Generator Loss: 0.9570 Epoch 1/3... Discriminator Loss: 1.1342... Generator Loss: 1.0373 Epoch 1/3... Discriminator Loss: 1.2002... Generator Loss: 0.8206 Epoch 1/3... Discriminator Loss: 1.1731... Generator Loss: 0.8212 Epoch 1/3... Discriminator Loss: 1.1185... Generator Loss: 1.0883 Epoch 1/3... Discriminator Loss: 1.1714... Generator Loss: 1.0868 Epoch 1/3... Discriminator Loss: 1.0812... Generator Loss: 1.0013 Epoch 1/3... Discriminator Loss: 1.1733... Generator Loss: 0.9287 Epoch 1/3... Discriminator Loss: 1.1429... Generator Loss: 1.0974 Epoch 1/3... Discriminator Loss: 1.1146... Generator Loss: 0.9060 Epoch 1/3... Discriminator Loss: 1.1411... Generator Loss: 0.9080 Epoch 1/3... Discriminator Loss: 1.1342... Generator Loss: 0.9064
Epoch 1/3... Discriminator Loss: 1.1296... Generator Loss: 1.0497 Epoch 1/3... Discriminator Loss: 1.1602... Generator Loss: 0.9260 Epoch 1/3... Discriminator Loss: 1.0585... Generator Loss: 1.1040 Epoch 1/3... Discriminator Loss: 1.0911... Generator Loss: 1.0577 Epoch 1/3... Discriminator Loss: 1.1109... Generator Loss: 1.0677 Epoch 1/3... Discriminator Loss: 1.1026... Generator Loss: 0.9726 Epoch 1/3... Discriminator Loss: 1.1028... Generator Loss: 0.8835 Epoch 1/3... Discriminator Loss: 1.1402... Generator Loss: 0.8818 Epoch 1/3... Discriminator Loss: 1.0853... Generator Loss: 0.9517 Epoch 1/3... Discriminator Loss: 1.1071... Generator Loss: 1.0022 Epoch 1/3... Discriminator Loss: 1.0770... Generator Loss: 1.1828 Epoch 1/3... Discriminator Loss: 1.1294... Generator Loss: 0.9742 Epoch 1/3... Discriminator Loss: 1.1627... Generator Loss: 0.8631 Epoch 1/3... Discriminator Loss: 1.0991... Generator Loss: 1.1651 Epoch 1/3... Discriminator Loss: 1.1019... Generator Loss: 1.1490 Epoch 1/3... Discriminator Loss: 1.1192... Generator Loss: 1.1969 Epoch 1/3... Discriminator Loss: 1.1546... Generator Loss: 0.8795 Epoch 1/3... Discriminator Loss: 1.2257... Generator Loss: 0.8373 Epoch 1/3... Discriminator Loss: 1.1244... Generator Loss: 0.8424 Epoch 1/3... Discriminator Loss: 1.1455... Generator Loss: 1.0839
Epoch 1/3... Discriminator Loss: 1.1279... Generator Loss: 1.0353 Epoch 1/3... Discriminator Loss: 1.1724... Generator Loss: 0.7799 Epoch 1/3... Discriminator Loss: 1.1493... Generator Loss: 1.0101 Epoch 1/3... Discriminator Loss: 1.0917... Generator Loss: 0.8688 Epoch 1/3... Discriminator Loss: 1.0900... Generator Loss: 0.9639 Epoch 1/3... Discriminator Loss: 1.1204... Generator Loss: 1.0307 Epoch 1/3... Discriminator Loss: 1.1418... Generator Loss: 0.8828 Epoch 1/3... Discriminator Loss: 1.1603... Generator Loss: 0.9034 Epoch 1/3... Discriminator Loss: 1.0990... Generator Loss: 1.0161 Epoch 1/3... Discriminator Loss: 1.1320... Generator Loss: 1.0592 Epoch 1/3... Discriminator Loss: 1.1133... Generator Loss: 1.1379 Epoch 1/3... Discriminator Loss: 1.1179... Generator Loss: 1.0798 Epoch 1/3... Discriminator Loss: 1.1450... Generator Loss: 1.1443 Epoch 1/3... Discriminator Loss: 1.1038... Generator Loss: 1.4317 Epoch 1/3... Discriminator Loss: 1.1311... Generator Loss: 0.9563 Epoch 1/3... Discriminator Loss: 1.1032... Generator Loss: 0.9542 Epoch 1/3... Discriminator Loss: 1.1258... Generator Loss: 1.0131 Epoch 1/3... Discriminator Loss: 1.1217... Generator Loss: 0.9537 Epoch 1/3... Discriminator Loss: 1.0763... Generator Loss: 0.9944 Epoch 1/3... Discriminator Loss: 1.1610... Generator Loss: 0.8280
Epoch 1/3... Discriminator Loss: 1.1216... Generator Loss: 0.9797 Epoch 1/3... Discriminator Loss: 1.0496... Generator Loss: 1.2591 Epoch 1/3... Discriminator Loss: 1.1747... Generator Loss: 0.7089 Epoch 1/3... Discriminator Loss: 1.1028... Generator Loss: 1.0079 Epoch 1/3... Discriminator Loss: 1.1474... Generator Loss: 0.9943 Epoch 1/3... Discriminator Loss: 1.0923... Generator Loss: 1.1973 Epoch 1/3... Discriminator Loss: 1.1149... Generator Loss: 1.3261 Epoch 2/3... Discriminator Loss: 1.2256... Generator Loss: 0.8183 Epoch 2/3... Discriminator Loss: 1.2178... Generator Loss: 0.8673 Epoch 2/3... Discriminator Loss: 1.1570... Generator Loss: 1.0371 Epoch 2/3... Discriminator Loss: 1.1241... Generator Loss: 0.9367 Epoch 2/3... Discriminator Loss: 1.1736... Generator Loss: 1.1655 Epoch 2/3... Discriminator Loss: 1.1929... Generator Loss: 0.9998 Epoch 2/3... Discriminator Loss: 1.1087... Generator Loss: 0.9360 Epoch 2/3... Discriminator Loss: 1.1582... Generator Loss: 0.9288 Epoch 2/3... Discriminator Loss: 1.2469... Generator Loss: 1.1430 Epoch 2/3... Discriminator Loss: 1.1700... Generator Loss: 0.9061 Epoch 2/3... Discriminator Loss: 1.1930... Generator Loss: 0.9375 Epoch 2/3... Discriminator Loss: 1.1256... Generator Loss: 1.0324 Epoch 2/3... Discriminator Loss: 1.2146... Generator Loss: 1.1126
Epoch 2/3... Discriminator Loss: 1.1914... Generator Loss: 0.9020 Epoch 2/3... Discriminator Loss: 1.1254... Generator Loss: 1.1363 Epoch 2/3... Discriminator Loss: 1.1385... Generator Loss: 1.1869 Epoch 2/3... Discriminator Loss: 1.2205... Generator Loss: 0.7627 Epoch 2/3... Discriminator Loss: 1.2037... Generator Loss: 0.8561 Epoch 2/3... Discriminator Loss: 1.2010... Generator Loss: 1.2161 Epoch 2/3... Discriminator Loss: 1.2353... Generator Loss: 1.2242 Epoch 2/3... Discriminator Loss: 1.1838... Generator Loss: 1.0381 Epoch 2/3... Discriminator Loss: 1.1915... Generator Loss: 0.8489 Epoch 2/3... Discriminator Loss: 1.1245... Generator Loss: 1.1257 Epoch 2/3... Discriminator Loss: 1.2767... Generator Loss: 0.9105 Epoch 2/3... Discriminator Loss: 1.2986... Generator Loss: 0.6441 Epoch 2/3... Discriminator Loss: 1.1392... Generator Loss: 1.1808 Epoch 2/3... Discriminator Loss: 1.1726... Generator Loss: 0.9280 Epoch 2/3... Discriminator Loss: 1.2249... Generator Loss: 1.0146 Epoch 2/3... Discriminator Loss: 1.1880... Generator Loss: 1.0532 Epoch 2/3... Discriminator Loss: 1.1854... Generator Loss: 0.8722 Epoch 2/3... Discriminator Loss: 1.2325... Generator Loss: 0.7437 Epoch 2/3... Discriminator Loss: 1.2142... Generator Loss: 0.9359 Epoch 2/3... Discriminator Loss: 1.2388... Generator Loss: 0.9548
Epoch 2/3... Discriminator Loss: 1.1528... Generator Loss: 1.0875 Epoch 2/3... Discriminator Loss: 1.2280... Generator Loss: 0.9008 Epoch 2/3... Discriminator Loss: 1.1924... Generator Loss: 1.0304 Epoch 2/3... Discriminator Loss: 1.2649... Generator Loss: 1.1249 Epoch 2/3... Discriminator Loss: 1.3366... Generator Loss: 1.1944 Epoch 2/3... Discriminator Loss: 1.1714... Generator Loss: 0.9384 Epoch 2/3... Discriminator Loss: 1.2039... Generator Loss: 0.7717 Epoch 2/3... Discriminator Loss: 1.2348... Generator Loss: 0.9690 Epoch 2/3... Discriminator Loss: 1.1968... Generator Loss: 0.8542 Epoch 2/3... Discriminator Loss: 1.2245... Generator Loss: 0.7538 Epoch 2/3... Discriminator Loss: 1.2259... Generator Loss: 0.8124 Epoch 2/3... Discriminator Loss: 1.2074... Generator Loss: 0.9580 Epoch 2/3... Discriminator Loss: 1.2134... Generator Loss: 0.7308 Epoch 2/3... Discriminator Loss: 1.2593... Generator Loss: 0.8028 Epoch 2/3... Discriminator Loss: 1.2436... Generator Loss: 0.9706 Epoch 2/3... Discriminator Loss: 1.2639... Generator Loss: 0.7509 Epoch 2/3... Discriminator Loss: 1.1596... Generator Loss: 1.0805 Epoch 2/3... Discriminator Loss: 1.2973... Generator Loss: 0.9114 Epoch 2/3... Discriminator Loss: 1.1863... Generator Loss: 0.9455 Epoch 2/3... Discriminator Loss: 1.2159... Generator Loss: 0.9182
Epoch 2/3... Discriminator Loss: 1.2024... Generator Loss: 1.0455 Epoch 2/3... Discriminator Loss: 1.3003... Generator Loss: 0.7228 Epoch 2/3... Discriminator Loss: 1.1632... Generator Loss: 1.0655 Epoch 2/3... Discriminator Loss: 1.1664... Generator Loss: 1.0061 Epoch 2/3... Discriminator Loss: 1.2654... Generator Loss: 1.0001 Epoch 2/3... Discriminator Loss: 1.1798... Generator Loss: 0.8945 Epoch 2/3... Discriminator Loss: 1.1896... Generator Loss: 0.8807 Epoch 2/3... Discriminator Loss: 1.2930... Generator Loss: 0.7572 Epoch 2/3... Discriminator Loss: 1.2277... Generator Loss: 0.8652 Epoch 2/3... Discriminator Loss: 1.2026... Generator Loss: 0.8954 Epoch 2/3... Discriminator Loss: 1.2651... Generator Loss: 0.9818 Epoch 2/3... Discriminator Loss: 1.2064... Generator Loss: 0.8861 Epoch 2/3... Discriminator Loss: 1.2846... Generator Loss: 0.7334 Epoch 2/3... Discriminator Loss: 1.2154... Generator Loss: 1.0637 Epoch 2/3... Discriminator Loss: 1.2806... Generator Loss: 1.2322 Epoch 2/3... Discriminator Loss: 1.1733... Generator Loss: 1.0848 Epoch 2/3... Discriminator Loss: 1.2357... Generator Loss: 1.1210 Epoch 2/3... Discriminator Loss: 1.2013... Generator Loss: 0.9879 Epoch 2/3... Discriminator Loss: 1.2691... Generator Loss: 0.8325 Epoch 2/3... Discriminator Loss: 1.2952... Generator Loss: 0.6312
Epoch 2/3... Discriminator Loss: 1.2739... Generator Loss: 0.8886 Epoch 2/3... Discriminator Loss: 1.1914... Generator Loss: 1.1181 Epoch 2/3... Discriminator Loss: 1.1790... Generator Loss: 1.0083 Epoch 2/3... Discriminator Loss: 1.2220... Generator Loss: 0.7953 Epoch 2/3... Discriminator Loss: 1.2252... Generator Loss: 0.9381 Epoch 2/3... Discriminator Loss: 1.1933... Generator Loss: 0.8144 Epoch 2/3... Discriminator Loss: 1.1929... Generator Loss: 0.9746 Epoch 2/3... Discriminator Loss: 1.2710... Generator Loss: 0.9040 Epoch 2/3... Discriminator Loss: 1.2248... Generator Loss: 0.8240 Epoch 2/3... Discriminator Loss: 1.2610... Generator Loss: 1.0693 Epoch 2/3... Discriminator Loss: 1.1956... Generator Loss: 1.0014 Epoch 2/3... Discriminator Loss: 1.1994... Generator Loss: 0.7955 Epoch 2/3... Discriminator Loss: 1.2071... Generator Loss: 0.9177 Epoch 2/3... Discriminator Loss: 1.2634... Generator Loss: 0.8345 Epoch 2/3... Discriminator Loss: 1.2829... Generator Loss: 1.1435 Epoch 2/3... Discriminator Loss: 1.1833... Generator Loss: 1.0996 Epoch 2/3... Discriminator Loss: 1.2388... Generator Loss: 0.8838 Epoch 2/3... Discriminator Loss: 1.1971... Generator Loss: 1.0540 Epoch 2/3... Discriminator Loss: 1.2256... Generator Loss: 0.7893 Epoch 2/3... Discriminator Loss: 1.1791... Generator Loss: 0.9338
Epoch 2/3... Discriminator Loss: 1.1947... Generator Loss: 0.9527 Epoch 2/3... Discriminator Loss: 1.2479... Generator Loss: 0.6781 Epoch 2/3... Discriminator Loss: 1.2209... Generator Loss: 0.8871 Epoch 2/3... Discriminator Loss: 1.2938... Generator Loss: 0.7846 Epoch 2/3... Discriminator Loss: 1.2832... Generator Loss: 0.7515 Epoch 2/3... Discriminator Loss: 1.2042... Generator Loss: 0.9934 Epoch 2/3... Discriminator Loss: 1.1904... Generator Loss: 0.7760 Epoch 2/3... Discriminator Loss: 1.2818... Generator Loss: 0.8253 Epoch 2/3... Discriminator Loss: 1.2838... Generator Loss: 0.7969 Epoch 2/3... Discriminator Loss: 1.3161... Generator Loss: 0.7999 Epoch 2/3... Discriminator Loss: 1.2894... Generator Loss: 1.1115 Epoch 2/3... Discriminator Loss: 1.2741... Generator Loss: 0.7404 Epoch 2/3... Discriminator Loss: 1.2664... Generator Loss: 0.9487 Epoch 2/3... Discriminator Loss: 1.2235... Generator Loss: 0.8935 Epoch 2/3... Discriminator Loss: 1.2540... Generator Loss: 1.0235 Epoch 2/3... Discriminator Loss: 1.2327... Generator Loss: 0.9996 Epoch 2/3... Discriminator Loss: 1.3032... Generator Loss: 0.7435 Epoch 2/3... Discriminator Loss: 1.2698... Generator Loss: 0.8840 Epoch 2/3... Discriminator Loss: 1.2410... Generator Loss: 0.9007 Epoch 2/3... Discriminator Loss: 1.2222... Generator Loss: 0.9007
Epoch 2/3... Discriminator Loss: 1.2601... Generator Loss: 1.0145 Epoch 2/3... Discriminator Loss: 1.2466... Generator Loss: 0.9030 Epoch 2/3... Discriminator Loss: 1.2970... Generator Loss: 0.7200 Epoch 2/3... Discriminator Loss: 1.2343... Generator Loss: 0.8502 Epoch 2/3... Discriminator Loss: 1.1262... Generator Loss: 0.9046 Epoch 2/3... Discriminator Loss: 1.2840... Generator Loss: 0.8539 Epoch 2/3... Discriminator Loss: 1.3147... Generator Loss: 0.6208 Epoch 2/3... Discriminator Loss: 1.2774... Generator Loss: 0.8564 Epoch 2/3... Discriminator Loss: 1.4004... Generator Loss: 0.6875 Epoch 2/3... Discriminator Loss: 1.2332... Generator Loss: 0.8103 Epoch 2/3... Discriminator Loss: 1.2154... Generator Loss: 0.7851 Epoch 2/3... Discriminator Loss: 1.2782... Generator Loss: 0.8682 Epoch 2/3... Discriminator Loss: 1.2557... Generator Loss: 0.9095 Epoch 2/3... Discriminator Loss: 1.1859... Generator Loss: 0.9330 Epoch 2/3... Discriminator Loss: 1.2178... Generator Loss: 0.9365 Epoch 2/3... Discriminator Loss: 1.1668... Generator Loss: 0.9413 Epoch 2/3... Discriminator Loss: 1.2317... Generator Loss: 0.7860 Epoch 2/3... Discriminator Loss: 1.2489... Generator Loss: 0.9944 Epoch 2/3... Discriminator Loss: 1.3011... Generator Loss: 0.8338 Epoch 2/3... Discriminator Loss: 1.2530... Generator Loss: 0.8394
Epoch 2/3... Discriminator Loss: 1.2790... Generator Loss: 0.8861 Epoch 2/3... Discriminator Loss: 1.2434... Generator Loss: 0.7345 Epoch 2/3... Discriminator Loss: 1.3013... Generator Loss: 0.7114 Epoch 2/3... Discriminator Loss: 1.1922... Generator Loss: 0.8418 Epoch 2/3... Discriminator Loss: 1.2502... Generator Loss: 0.7641 Epoch 2/3... Discriminator Loss: 1.2736... Generator Loss: 0.7986 Epoch 2/3... Discriminator Loss: 1.2136... Generator Loss: 0.8354 Epoch 2/3... Discriminator Loss: 1.2363... Generator Loss: 0.9359 Epoch 2/3... Discriminator Loss: 1.2363... Generator Loss: 1.0291 Epoch 2/3... Discriminator Loss: 1.2853... Generator Loss: 0.8986 Epoch 2/3... Discriminator Loss: 1.2107... Generator Loss: 0.8855 Epoch 2/3... Discriminator Loss: 1.2765... Generator Loss: 0.7110 Epoch 2/3... Discriminator Loss: 1.3565... Generator Loss: 0.6575 Epoch 2/3... Discriminator Loss: 1.1630... Generator Loss: 1.0322 Epoch 2/3... Discriminator Loss: 1.3149... Generator Loss: 0.8319 Epoch 2/3... Discriminator Loss: 1.3274... Generator Loss: 0.6831 Epoch 2/3... Discriminator Loss: 1.3332... Generator Loss: 0.7656 Epoch 2/3... Discriminator Loss: 1.2505... Generator Loss: 0.9312 Epoch 2/3... Discriminator Loss: 1.2589... Generator Loss: 1.0186 Epoch 2/3... Discriminator Loss: 1.1900... Generator Loss: 0.9411
Epoch 2/3... Discriminator Loss: 1.2285... Generator Loss: 1.2668 Epoch 2/3... Discriminator Loss: 1.3011... Generator Loss: 0.8679 Epoch 2/3... Discriminator Loss: 1.2247... Generator Loss: 0.9444 Epoch 2/3... Discriminator Loss: 1.2811... Generator Loss: 0.7180 Epoch 2/3... Discriminator Loss: 1.3257... Generator Loss: 0.8355 Epoch 2/3... Discriminator Loss: 1.2406... Generator Loss: 0.8963 Epoch 2/3... Discriminator Loss: 1.1163... Generator Loss: 1.0337 Epoch 2/3... Discriminator Loss: 1.1914... Generator Loss: 0.9914 Epoch 2/3... Discriminator Loss: 1.2748... Generator Loss: 0.7864 Epoch 2/3... Discriminator Loss: 1.2291... Generator Loss: 0.9303 Epoch 2/3... Discriminator Loss: 1.2745... Generator Loss: 0.8706 Epoch 2/3... Discriminator Loss: 1.2412... Generator Loss: 0.7979 Epoch 2/3... Discriminator Loss: 1.2283... Generator Loss: 0.8148 Epoch 2/3... Discriminator Loss: 1.2372... Generator Loss: 1.0549 Epoch 2/3... Discriminator Loss: 1.1441... Generator Loss: 0.8138 Epoch 2/3... Discriminator Loss: 1.1726... Generator Loss: 0.9126 Epoch 2/3... Discriminator Loss: 1.1657... Generator Loss: 0.9272 Epoch 2/3... Discriminator Loss: 1.2910... Generator Loss: 1.0552 Epoch 2/3... Discriminator Loss: 1.2809... Generator Loss: 0.9338 Epoch 2/3... Discriminator Loss: 1.2423... Generator Loss: 0.7874
Epoch 2/3... Discriminator Loss: 1.2522... Generator Loss: 0.8790 Epoch 2/3... Discriminator Loss: 1.2876... Generator Loss: 0.7420 Epoch 2/3... Discriminator Loss: 1.1747... Generator Loss: 1.0554 Epoch 2/3... Discriminator Loss: 1.2361... Generator Loss: 0.8214 Epoch 2/3... Discriminator Loss: 1.3053... Generator Loss: 0.9649 Epoch 2/3... Discriminator Loss: 1.2623... Generator Loss: 0.9050 Epoch 2/3... Discriminator Loss: 1.3363... Generator Loss: 0.9190 Epoch 2/3... Discriminator Loss: 1.2820... Generator Loss: 0.7899 Epoch 2/3... Discriminator Loss: 1.2786... Generator Loss: 0.7791 Epoch 2/3... Discriminator Loss: 1.3260... Generator Loss: 0.6819 Epoch 2/3... Discriminator Loss: 1.2246... Generator Loss: 0.9704 Epoch 2/3... Discriminator Loss: 1.3195... Generator Loss: 1.0083 Epoch 2/3... Discriminator Loss: 1.2722... Generator Loss: 0.7989 Epoch 2/3... Discriminator Loss: 1.2645... Generator Loss: 0.7376 Epoch 3/3... Discriminator Loss: 1.3065... Generator Loss: 0.7774 Epoch 3/3... Discriminator Loss: 1.2674... Generator Loss: 0.7614 Epoch 3/3... Discriminator Loss: 1.2491... Generator Loss: 0.8441 Epoch 3/3... Discriminator Loss: 1.2276... Generator Loss: 0.8162 Epoch 3/3... Discriminator Loss: 1.2181... Generator Loss: 1.0227 Epoch 3/3... Discriminator Loss: 1.2324... Generator Loss: 0.8860
Epoch 3/3... Discriminator Loss: 1.1999... Generator Loss: 0.8544 Epoch 3/3... Discriminator Loss: 1.2187... Generator Loss: 0.9190 Epoch 3/3... Discriminator Loss: 1.1713... Generator Loss: 0.9152 Epoch 3/3... Discriminator Loss: 1.2249... Generator Loss: 0.8832 Epoch 3/3... Discriminator Loss: 1.2295... Generator Loss: 0.8908 Epoch 3/3... Discriminator Loss: 1.2174... Generator Loss: 1.0017 Epoch 3/3... Discriminator Loss: 1.2667... Generator Loss: 0.7556 Epoch 3/3... Discriminator Loss: 1.3109... Generator Loss: 0.9022 Epoch 3/3... Discriminator Loss: 1.1902... Generator Loss: 0.9416 Epoch 3/3... Discriminator Loss: 1.3084... Generator Loss: 1.0416 Epoch 3/3... Discriminator Loss: 1.2812... Generator Loss: 0.9590 Epoch 3/3... Discriminator Loss: 1.3464... Generator Loss: 0.7009 Epoch 3/3... Discriminator Loss: 1.2605... Generator Loss: 0.8221 Epoch 3/3... Discriminator Loss: 1.1818... Generator Loss: 0.9279 Epoch 3/3... Discriminator Loss: 1.2711... Generator Loss: 0.8310 Epoch 3/3... Discriminator Loss: 1.2805... Generator Loss: 0.7597 Epoch 3/3... Discriminator Loss: 1.1981... Generator Loss: 1.0738 Epoch 3/3... Discriminator Loss: 1.2491... Generator Loss: 1.1060 Epoch 3/3... Discriminator Loss: 1.2091... Generator Loss: 0.8111 Epoch 3/3... Discriminator Loss: 1.2594... Generator Loss: 0.9903
Epoch 3/3... Discriminator Loss: 1.1868... Generator Loss: 0.9119 Epoch 3/3... Discriminator Loss: 1.3736... Generator Loss: 0.6736 Epoch 3/3... Discriminator Loss: 1.1956... Generator Loss: 0.8047 Epoch 3/3... Discriminator Loss: 1.1827... Generator Loss: 0.8807 Epoch 3/3... Discriminator Loss: 1.2914... Generator Loss: 0.6917 Epoch 3/3... Discriminator Loss: 1.2579... Generator Loss: 0.7304 Epoch 3/3... Discriminator Loss: 1.2430... Generator Loss: 0.8958 Epoch 3/3... Discriminator Loss: 1.2456... Generator Loss: 0.9122 Epoch 3/3... Discriminator Loss: 1.2131... Generator Loss: 0.8904 Epoch 3/3... Discriminator Loss: 1.2998... Generator Loss: 0.7518 Epoch 3/3... Discriminator Loss: 1.2780... Generator Loss: 0.7472 Epoch 3/3... Discriminator Loss: 1.2086... Generator Loss: 0.8898 Epoch 3/3... Discriminator Loss: 1.1415... Generator Loss: 0.9145 Epoch 3/3... Discriminator Loss: 1.3469... Generator Loss: 0.6889 Epoch 3/3... Discriminator Loss: 1.2313... Generator Loss: 0.8482 Epoch 3/3... Discriminator Loss: 1.2932... Generator Loss: 0.8661 Epoch 3/3... Discriminator Loss: 1.2274... Generator Loss: 0.9149 Epoch 3/3... Discriminator Loss: 1.2556... Generator Loss: 0.8647 Epoch 3/3... Discriminator Loss: 1.3010... Generator Loss: 0.6789 Epoch 3/3... Discriminator Loss: 1.1969... Generator Loss: 0.8740
Epoch 3/3... Discriminator Loss: 1.2635... Generator Loss: 0.7770 Epoch 3/3... Discriminator Loss: 1.2390... Generator Loss: 0.8836 Epoch 3/3... Discriminator Loss: 1.2675... Generator Loss: 0.8121 Epoch 3/3... Discriminator Loss: 1.3371... Generator Loss: 0.6452 Epoch 3/3... Discriminator Loss: 1.2626... Generator Loss: 0.9485 Epoch 3/3... Discriminator Loss: 1.3211... Generator Loss: 0.8095 Epoch 3/3... Discriminator Loss: 1.2332... Generator Loss: 0.8593 Epoch 3/3... Discriminator Loss: 1.2609... Generator Loss: 0.7533 Epoch 3/3... Discriminator Loss: 1.2752... Generator Loss: 0.9608 Epoch 3/3... Discriminator Loss: 1.2738... Generator Loss: 0.7365 Epoch 3/3... Discriminator Loss: 1.2369... Generator Loss: 0.9711 Epoch 3/3... Discriminator Loss: 1.2272... Generator Loss: 0.9958 Epoch 3/3... Discriminator Loss: 1.3156... Generator Loss: 0.6979 Epoch 3/3... Discriminator Loss: 1.2632... Generator Loss: 0.8120 Epoch 3/3... Discriminator Loss: 1.2488... Generator Loss: 0.8918 Epoch 3/3... Discriminator Loss: 1.2736... Generator Loss: 0.9120 Epoch 3/3... Discriminator Loss: 1.2762... Generator Loss: 1.0142 Epoch 3/3... Discriminator Loss: 1.2757... Generator Loss: 1.1616 Epoch 3/3... Discriminator Loss: 1.2956... Generator Loss: 0.9219 Epoch 3/3... Discriminator Loss: 1.2524... Generator Loss: 0.9102
Epoch 3/3... Discriminator Loss: 1.2839... Generator Loss: 0.9070 Epoch 3/3... Discriminator Loss: 1.2502... Generator Loss: 0.8958 Epoch 3/3... Discriminator Loss: 1.2129... Generator Loss: 0.8700 Epoch 3/3... Discriminator Loss: 1.2805... Generator Loss: 0.8617 Epoch 3/3... Discriminator Loss: 1.1944... Generator Loss: 0.9960 Epoch 3/3... Discriminator Loss: 1.2985... Generator Loss: 0.8349 Epoch 3/3... Discriminator Loss: 1.3480... Generator Loss: 0.7766 Epoch 3/3... Discriminator Loss: 1.3184... Generator Loss: 0.7209 Epoch 3/3... Discriminator Loss: 1.1345... Generator Loss: 0.9332 Epoch 3/3... Discriminator Loss: 1.2855... Generator Loss: 0.7700 Epoch 3/3... Discriminator Loss: 1.3032... Generator Loss: 0.8745 Epoch 3/3... Discriminator Loss: 1.2337... Generator Loss: 0.9521 Epoch 3/3... Discriminator Loss: 1.2624... Generator Loss: 0.7709 Epoch 3/3... Discriminator Loss: 1.2521... Generator Loss: 0.8853 Epoch 3/3... Discriminator Loss: 1.3077... Generator Loss: 0.7846 Epoch 3/3... Discriminator Loss: 1.2625... Generator Loss: 0.9340 Epoch 3/3... Discriminator Loss: 1.2133... Generator Loss: 1.0099 Epoch 3/3... Discriminator Loss: 1.3451... Generator Loss: 0.7603 Epoch 3/3... Discriminator Loss: 1.2435... Generator Loss: 1.0251 Epoch 3/3... Discriminator Loss: 1.2784... Generator Loss: 0.7600
Epoch 3/3... Discriminator Loss: 1.3266... Generator Loss: 0.7025 Epoch 3/3... Discriminator Loss: 1.1588... Generator Loss: 1.0012 Epoch 3/3... Discriminator Loss: 1.2403... Generator Loss: 0.8994 Epoch 3/3... Discriminator Loss: 1.3008... Generator Loss: 0.8154 Epoch 3/3... Discriminator Loss: 1.2305... Generator Loss: 0.8450 Epoch 3/3... Discriminator Loss: 1.2282... Generator Loss: 0.7914 Epoch 3/3... Discriminator Loss: 1.2927... Generator Loss: 0.7424 Epoch 3/3... Discriminator Loss: 1.2507... Generator Loss: 0.8502 Epoch 3/3... Discriminator Loss: 1.2580... Generator Loss: 0.8811 Epoch 3/3... Discriminator Loss: 1.2779... Generator Loss: 0.8290 Epoch 3/3... Discriminator Loss: 1.2631... Generator Loss: 0.8643 Epoch 3/3... Discriminator Loss: 1.2422... Generator Loss: 0.7681 Epoch 3/3... Discriminator Loss: 1.2573... Generator Loss: 1.0670 Epoch 3/3... Discriminator Loss: 1.2825... Generator Loss: 0.8383 Epoch 3/3... Discriminator Loss: 1.2461... Generator Loss: 0.8144 Epoch 3/3... Discriminator Loss: 1.2752... Generator Loss: 0.8614 Epoch 3/3... Discriminator Loss: 1.2624... Generator Loss: 0.7841 Epoch 3/3... Discriminator Loss: 1.1789... Generator Loss: 0.8724 Epoch 3/3... Discriminator Loss: 1.2600... Generator Loss: 0.8046 Epoch 3/3... Discriminator Loss: 1.2180... Generator Loss: 0.9200
Epoch 3/3... Discriminator Loss: 1.2825... Generator Loss: 0.9898 Epoch 3/3... Discriminator Loss: 1.2946... Generator Loss: 1.0119 Epoch 3/3... Discriminator Loss: 1.2706... Generator Loss: 0.8666 Epoch 3/3... Discriminator Loss: 1.2734... Generator Loss: 0.7027 Epoch 3/3... Discriminator Loss: 1.2433... Generator Loss: 0.8798 Epoch 3/3... Discriminator Loss: 1.2366... Generator Loss: 0.8322 Epoch 3/3... Discriminator Loss: 1.3030... Generator Loss: 0.7571 Epoch 3/3... Discriminator Loss: 1.3184... Generator Loss: 0.8169 Epoch 3/3... Discriminator Loss: 1.2751... Generator Loss: 0.8909 Epoch 3/3... Discriminator Loss: 1.2308... Generator Loss: 0.9937 Epoch 3/3... Discriminator Loss: 1.2613... Generator Loss: 0.8787 Epoch 3/3... Discriminator Loss: 1.3157... Generator Loss: 0.7224 Epoch 3/3... Discriminator Loss: 1.2586... Generator Loss: 0.7637 Epoch 3/3... Discriminator Loss: 1.2994... Generator Loss: 0.8525 Epoch 3/3... Discriminator Loss: 1.2410... Generator Loss: 1.0235 Epoch 3/3... Discriminator Loss: 1.2297... Generator Loss: 0.9983 Epoch 3/3... Discriminator Loss: 1.2252... Generator Loss: 0.8104 Epoch 3/3... Discriminator Loss: 1.2606... Generator Loss: 0.7663 Epoch 3/3... Discriminator Loss: 1.2416... Generator Loss: 0.8793 Epoch 3/3... Discriminator Loss: 1.2479... Generator Loss: 1.0202
Epoch 3/3... Discriminator Loss: 1.2856... Generator Loss: 0.7745 Epoch 3/3... Discriminator Loss: 1.3159... Generator Loss: 0.6943 Epoch 3/3... Discriminator Loss: 1.2356... Generator Loss: 0.9249 Epoch 3/3... Discriminator Loss: 1.2632... Generator Loss: 0.8923 Epoch 3/3... Discriminator Loss: 1.2750... Generator Loss: 0.7887 Epoch 3/3... Discriminator Loss: 1.2728... Generator Loss: 0.8489 Epoch 3/3... Discriminator Loss: 1.2442... Generator Loss: 0.8719 Epoch 3/3... Discriminator Loss: 1.1930... Generator Loss: 0.8303 Epoch 3/3... Discriminator Loss: 1.3186... Generator Loss: 0.6997 Epoch 3/3... Discriminator Loss: 1.2208... Generator Loss: 0.8917 Epoch 3/3... Discriminator Loss: 1.2791... Generator Loss: 0.7832 Epoch 3/3... Discriminator Loss: 1.2852... Generator Loss: 0.8037 Epoch 3/3... Discriminator Loss: 1.2855... Generator Loss: 0.8791 Epoch 3/3... Discriminator Loss: 1.2148... Generator Loss: 0.9715 Epoch 3/3... Discriminator Loss: 1.2560... Generator Loss: 0.9570 Epoch 3/3... Discriminator Loss: 1.2127... Generator Loss: 0.8934 Epoch 3/3... Discriminator Loss: 1.2884... Generator Loss: 0.9606 Epoch 3/3... Discriminator Loss: 1.3365... Generator Loss: 1.0743 Epoch 3/3... Discriminator Loss: 1.2390... Generator Loss: 1.0253 Epoch 3/3... Discriminator Loss: 1.2737... Generator Loss: 0.8190
Epoch 3/3... Discriminator Loss: 1.3006... Generator Loss: 0.8275 Epoch 3/3... Discriminator Loss: 1.2908... Generator Loss: 0.8203 Epoch 3/3... Discriminator Loss: 1.2208... Generator Loss: 0.8813 Epoch 3/3... Discriminator Loss: 1.3608... Generator Loss: 0.8150 Epoch 3/3... Discriminator Loss: 1.2771... Generator Loss: 0.9256 Epoch 3/3... Discriminator Loss: 1.2904... Generator Loss: 1.1341 Epoch 3/3... Discriminator Loss: 1.3119... Generator Loss: 0.8080 Epoch 3/3... Discriminator Loss: 1.2388... Generator Loss: 0.9520 Epoch 3/3... Discriminator Loss: 1.2980... Generator Loss: 0.9448 Epoch 3/3... Discriminator Loss: 1.2738... Generator Loss: 0.8746 Epoch 3/3... Discriminator Loss: 1.2579... Generator Loss: 0.7889 Epoch 3/3... Discriminator Loss: 1.2410... Generator Loss: 0.7864 Epoch 3/3... Discriminator Loss: 1.3808... Generator Loss: 0.9936 Epoch 3/3... Discriminator Loss: 1.3434... Generator Loss: 0.9155 Epoch 3/3... Discriminator Loss: 1.2303... Generator Loss: 0.9798 Epoch 3/3... Discriminator Loss: 1.3944... Generator Loss: 0.9619 Epoch 3/3... Discriminator Loss: 1.2975... Generator Loss: 0.8774 Epoch 3/3... Discriminator Loss: 1.2942... Generator Loss: 0.8504 Epoch 3/3... Discriminator Loss: 1.3664... Generator Loss: 0.6394 Epoch 3/3... Discriminator Loss: 1.2730... Generator Loss: 0.8472
Epoch 3/3... Discriminator Loss: 1.2671... Generator Loss: 0.9943 Epoch 3/3... Discriminator Loss: 1.2680... Generator Loss: 0.8626 Epoch 3/3... Discriminator Loss: 1.2705... Generator Loss: 0.8348 Epoch 3/3... Discriminator Loss: 1.3033... Generator Loss: 0.7004 Epoch 3/3... Discriminator Loss: 1.2564... Generator Loss: 0.8749 Epoch 3/3... Discriminator Loss: 1.2546... Generator Loss: 0.7832 Epoch 3/3... Discriminator Loss: 1.3083... Generator Loss: 0.7381 Epoch 3/3... Discriminator Loss: 1.1842... Generator Loss: 0.9398 Epoch 3/3... Discriminator Loss: 1.2981... Generator Loss: 0.7878 Epoch 3/3... Discriminator Loss: 1.2264... Generator Loss: 1.0058 Epoch 3/3... Discriminator Loss: 1.3359... Generator Loss: 0.7898 Epoch 3/3... Discriminator Loss: 1.2821... Generator Loss: 0.8534 Epoch 3/3... Discriminator Loss: 1.2764... Generator Loss: 0.8870 Epoch 3/3... Discriminator Loss: 1.2852... Generator Loss: 0.8557 Epoch 3/3... Discriminator Loss: 1.2894... Generator Loss: 1.0325 Epoch 3/3... Discriminator Loss: 1.2210... Generator Loss: 0.7902 Epoch 3/3... Discriminator Loss: 1.2823... Generator Loss: 0.8226 Epoch 3/3... Discriminator Loss: 1.2031... Generator Loss: 0.9187 Epoch 3/3... Discriminator Loss: 1.2899... Generator Loss: 0.8226 Epoch 3/3... Discriminator Loss: 1.3337... Generator Loss: 0.7068
Epoch 3/3... Discriminator Loss: 1.2416... Generator Loss: 0.7570 Epoch 3/3... Discriminator Loss: 1.2878... Generator Loss: 0.7525
Run your GANs on CelebA. It will take around 20 minutes on the average GPU to run one epoch. You can run the whole epoch or stop when it starts to generate realistic faces.
batch_size = 128
z_dim = 128
learning_rate = 0.0002
beta1 = 0.5
"""
DON'T MODIFY ANYTHING IN THIS CELL THAT IS BELOW THIS LINE
"""
epochs = 6
celeba_dataset = helper.Dataset('celeba', glob(os.path.join(data_dir, 'img_align_celeba/*.jpg')))
with tf.Graph().as_default():
train(epochs, batch_size, z_dim, learning_rate, beta1, celeba_dataset.get_batches,
celeba_dataset.shape, celeba_dataset.image_mode)
Shape: (202599, 28, 28, 3)
Learning rate: 0.0002
Tensor("input_real:0", shape=(?, 28, 28, 3), dtype=float32)
Tensor("input_z:0", shape=(?, 128), dtype=float32)
Epoch 1/6... Discriminator Loss: 1.1003... Generator Loss: 0.7900
Epoch 1/6... Discriminator Loss: 0.9388... Generator Loss: 1.0178
Epoch 1/6... Discriminator Loss: 1.0697... Generator Loss: 0.8986
Epoch 1/6... Discriminator Loss: 0.4054... Generator Loss: 4.0422
Epoch 1/6... Discriminator Loss: 2.2092... Generator Loss: 0.2261
Epoch 1/6... Discriminator Loss: 0.4554... Generator Loss: 9.2646
Epoch 1/6... Discriminator Loss: 0.5326... Generator Loss: 2.9882
Epoch 1/6... Discriminator Loss: 8.3735... Generator Loss: 0.0004
Epoch 1/6... Discriminator Loss: 2.6870... Generator Loss: 0.1292
Epoch 1/6... Discriminator Loss: 0.4101... Generator Loss: 3.5363
Epoch 1/6... Discriminator Loss: 0.4695... Generator Loss: 2.6124
Epoch 1/6... Discriminator Loss: 0.7698... Generator Loss: 1.2171
Epoch 1/6... Discriminator Loss: 0.5244... Generator Loss: 2.0774
Epoch 1/6... Discriminator Loss: 0.5302... Generator Loss: 2.0558
Epoch 1/6... Discriminator Loss: 0.4310... Generator Loss: 4.2416
Epoch 1/6... Discriminator Loss: 0.4480... Generator Loss: 2.8505
Epoch 1/6... Discriminator Loss: 0.4682... Generator Loss: 2.4485
Epoch 1/6... Discriminator Loss: 0.6388... Generator Loss: 1.7460
Epoch 1/6... Discriminator Loss: 0.5873... Generator Loss: 1.9586
Epoch 1/6... Discriminator Loss: 0.6549... Generator Loss: 1.5292
Epoch 1/6... Discriminator Loss: 0.6228... Generator Loss: 1.6564 Epoch 1/6... Discriminator Loss: 0.6488... Generator Loss: 1.6577 Epoch 1/6... Discriminator Loss: 0.6279... Generator Loss: 1.7084 Epoch 1/6... Discriminator Loss: 0.6578... Generator Loss: 1.6229 Epoch 1/6... Discriminator Loss: 0.7206... Generator Loss: 1.4052 Epoch 1/6... Discriminator Loss: 0.7952... Generator Loss: 1.2978 Epoch 1/6... Discriminator Loss: 0.7901... Generator Loss: 1.5375 Epoch 1/6... Discriminator Loss: 1.5078... Generator Loss: 0.9089 Epoch 1/6... Discriminator Loss: 1.0937... Generator Loss: 1.1602 Epoch 1/6... Discriminator Loss: 1.3590... Generator Loss: 1.9311 Epoch 1/6... Discriminator Loss: 1.5709... Generator Loss: 0.5012 Epoch 1/6... Discriminator Loss: 1.3398... Generator Loss: 1.3913 Epoch 1/6... Discriminator Loss: 1.4425... Generator Loss: 0.5507 Epoch 1/6... Discriminator Loss: 1.5579... Generator Loss: 1.7484 Epoch 1/6... Discriminator Loss: 1.1943... Generator Loss: 0.9195 Epoch 1/6... Discriminator Loss: 1.2512... Generator Loss: 1.4152 Epoch 1/6... Discriminator Loss: 1.1737... Generator Loss: 0.8575 Epoch 1/6... Discriminator Loss: 1.2454... Generator Loss: 0.7657 Epoch 1/6... Discriminator Loss: 1.4312... Generator Loss: 1.6328 Epoch 1/6... Discriminator Loss: 1.2688... Generator Loss: 0.7584
Epoch 1/6... Discriminator Loss: 1.2402... Generator Loss: 0.8628 Epoch 1/6... Discriminator Loss: 1.4672... Generator Loss: 1.7479 Epoch 1/6... Discriminator Loss: 1.2976... Generator Loss: 0.7367 Epoch 1/6... Discriminator Loss: 1.4915... Generator Loss: 1.4929 Epoch 1/6... Discriminator Loss: 1.2463... Generator Loss: 0.8187 Epoch 1/6... Discriminator Loss: 1.2329... Generator Loss: 0.9029 Epoch 1/6... Discriminator Loss: 1.0811... Generator Loss: 1.1491 Epoch 1/6... Discriminator Loss: 1.1230... Generator Loss: 0.9647 Epoch 1/6... Discriminator Loss: 0.9726... Generator Loss: 1.4035 Epoch 1/6... Discriminator Loss: 1.4019... Generator Loss: 0.5640 Epoch 1/6... Discriminator Loss: 1.2713... Generator Loss: 1.1736 Epoch 1/6... Discriminator Loss: 1.3079... Generator Loss: 0.9922 Epoch 1/6... Discriminator Loss: 1.4705... Generator Loss: 0.4936 Epoch 1/6... Discriminator Loss: 1.3726... Generator Loss: 1.3309 Epoch 1/6... Discriminator Loss: 1.3294... Generator Loss: 0.8126 Epoch 1/6... Discriminator Loss: 1.5577... Generator Loss: 0.4521 Epoch 1/6... Discriminator Loss: 1.4643... Generator Loss: 0.7393 Epoch 1/6... Discriminator Loss: 1.4451... Generator Loss: 1.0363 Epoch 1/6... Discriminator Loss: 1.5021... Generator Loss: 0.8223 Epoch 1/6... Discriminator Loss: 1.3444... Generator Loss: 0.8568
Epoch 1/6... Discriminator Loss: 1.5603... Generator Loss: 0.5449 Epoch 1/6... Discriminator Loss: 1.3245... Generator Loss: 0.9294 Epoch 1/6... Discriminator Loss: 1.5615... Generator Loss: 0.4418 Epoch 1/6... Discriminator Loss: 1.4266... Generator Loss: 0.7775 Epoch 1/6... Discriminator Loss: 1.2559... Generator Loss: 0.8599 Epoch 1/6... Discriminator Loss: 1.4377... Generator Loss: 0.8386 Epoch 1/6... Discriminator Loss: 1.4460... Generator Loss: 0.8100 Epoch 1/6... Discriminator Loss: 1.4478... Generator Loss: 0.6229 Epoch 1/6... Discriminator Loss: 1.7227... Generator Loss: 1.3015 Epoch 1/6... Discriminator Loss: 1.3315... Generator Loss: 1.2494 Epoch 1/6... Discriminator Loss: 1.5011... Generator Loss: 0.5450 Epoch 1/6... Discriminator Loss: 1.4940... Generator Loss: 1.2344 Epoch 1/6... Discriminator Loss: 1.4517... Generator Loss: 0.6968 Epoch 1/6... Discriminator Loss: 1.4099... Generator Loss: 0.5734 Epoch 1/6... Discriminator Loss: 1.4349... Generator Loss: 0.8062 Epoch 1/6... Discriminator Loss: 1.3514... Generator Loss: 0.6699 Epoch 1/6... Discriminator Loss: 1.2948... Generator Loss: 0.7694 Epoch 1/6... Discriminator Loss: 1.3923... Generator Loss: 1.0065 Epoch 1/6... Discriminator Loss: 1.6532... Generator Loss: 0.6962 Epoch 1/6... Discriminator Loss: 1.4419... Generator Loss: 0.7042
Epoch 1/6... Discriminator Loss: 1.3159... Generator Loss: 0.6398 Epoch 1/6... Discriminator Loss: 1.4042... Generator Loss: 0.7607 Epoch 1/6... Discriminator Loss: 1.4752... Generator Loss: 0.6699 Epoch 1/6... Discriminator Loss: 1.6546... Generator Loss: 0.8809 Epoch 1/6... Discriminator Loss: 1.3286... Generator Loss: 0.6392 Epoch 1/6... Discriminator Loss: 1.4147... Generator Loss: 0.7813 Epoch 1/6... Discriminator Loss: 1.4610... Generator Loss: 0.6789 Epoch 1/6... Discriminator Loss: 1.3097... Generator Loss: 1.0637 Epoch 1/6... Discriminator Loss: 1.5795... Generator Loss: 0.4498 Epoch 1/6... Discriminator Loss: 1.2107... Generator Loss: 0.9410 Epoch 1/6... Discriminator Loss: 1.3599... Generator Loss: 0.8327 Epoch 1/6... Discriminator Loss: 1.4190... Generator Loss: 0.5925 Epoch 1/6... Discriminator Loss: 1.3150... Generator Loss: 0.9903 Epoch 1/6... Discriminator Loss: 1.3896... Generator Loss: 0.7476 Epoch 1/6... Discriminator Loss: 1.5454... Generator Loss: 0.4985 Epoch 1/6... Discriminator Loss: 1.3715... Generator Loss: 0.8608 Epoch 1/6... Discriminator Loss: 1.5079... Generator Loss: 0.7416 Epoch 1/6... Discriminator Loss: 1.4032... Generator Loss: 0.7423 Epoch 1/6... Discriminator Loss: 1.5024... Generator Loss: 0.7050 Epoch 1/6... Discriminator Loss: 1.6315... Generator Loss: 0.6634
Epoch 1/6... Discriminator Loss: 1.3359... Generator Loss: 0.8126 Epoch 1/6... Discriminator Loss: 1.4373... Generator Loss: 0.6911 Epoch 1/6... Discriminator Loss: 1.5393... Generator Loss: 0.7821 Epoch 1/6... Discriminator Loss: 1.4081... Generator Loss: 0.9506 Epoch 1/6... Discriminator Loss: 1.4257... Generator Loss: 0.8916 Epoch 1/6... Discriminator Loss: 1.3607... Generator Loss: 0.7146 Epoch 1/6... Discriminator Loss: 1.3094... Generator Loss: 1.0637 Epoch 1/6... Discriminator Loss: 1.4814... Generator Loss: 0.6392 Epoch 1/6... Discriminator Loss: 1.2151... Generator Loss: 1.0622 Epoch 1/6... Discriminator Loss: 1.5624... Generator Loss: 0.5444 Epoch 1/6... Discriminator Loss: 1.4897... Generator Loss: 0.6766 Epoch 1/6... Discriminator Loss: 1.3237... Generator Loss: 0.9787 Epoch 1/6... Discriminator Loss: 1.2419... Generator Loss: 0.8292 Epoch 1/6... Discriminator Loss: 1.3748... Generator Loss: 0.8248 Epoch 1/6... Discriminator Loss: 1.3481... Generator Loss: 0.8042 Epoch 1/6... Discriminator Loss: 1.6278... Generator Loss: 0.6131 Epoch 1/6... Discriminator Loss: 1.3889... Generator Loss: 0.8520 Epoch 1/6... Discriminator Loss: 1.4692... Generator Loss: 0.6633 Epoch 1/6... Discriminator Loss: 1.3592... Generator Loss: 0.7593 Epoch 1/6... Discriminator Loss: 1.4084... Generator Loss: 0.6393
Epoch 1/6... Discriminator Loss: 1.3686... Generator Loss: 0.7302 Epoch 1/6... Discriminator Loss: 1.3760... Generator Loss: 0.7518 Epoch 1/6... Discriminator Loss: 1.3532... Generator Loss: 0.7769 Epoch 1/6... Discriminator Loss: 1.2486... Generator Loss: 0.8263 Epoch 1/6... Discriminator Loss: 1.0528... Generator Loss: 0.8035 Epoch 1/6... Discriminator Loss: 0.7016... Generator Loss: 1.6012 Epoch 1/6... Discriminator Loss: 1.3276... Generator Loss: 0.5586 Epoch 1/6... Discriminator Loss: 1.7418... Generator Loss: 2.0584 Epoch 1/6... Discriminator Loss: 0.6314... Generator Loss: 2.7759 Epoch 1/6... Discriminator Loss: 0.9195... Generator Loss: 0.9776 Epoch 1/6... Discriminator Loss: 0.4072... Generator Loss: 3.2936 Epoch 1/6... Discriminator Loss: 0.4974... Generator Loss: 4.2853 Epoch 1/6... Discriminator Loss: 0.7077... Generator Loss: 1.3768 Epoch 1/6... Discriminator Loss: 0.4488... Generator Loss: 4.6728 Epoch 1/6... Discriminator Loss: 0.5220... Generator Loss: 2.3253 Epoch 1/6... Discriminator Loss: 0.5428... Generator Loss: 3.1851 Epoch 1/6... Discriminator Loss: 0.9844... Generator Loss: 0.8135 Epoch 1/6... Discriminator Loss: 0.6228... Generator Loss: 4.9306 Epoch 1/6... Discriminator Loss: 0.4354... Generator Loss: 2.6983 Epoch 1/6... Discriminator Loss: 0.4123... Generator Loss: 3.2821
Epoch 1/6... Discriminator Loss: 0.9224... Generator Loss: 0.9420 Epoch 1/6... Discriminator Loss: 0.9703... Generator Loss: 2.2632 Epoch 1/6... Discriminator Loss: 0.4086... Generator Loss: 3.7993 Epoch 1/6... Discriminator Loss: 0.7560... Generator Loss: 3.1472 Epoch 1/6... Discriminator Loss: 0.8233... Generator Loss: 1.0915 Epoch 1/6... Discriminator Loss: 0.4639... Generator Loss: 2.5997 Epoch 1/6... Discriminator Loss: 0.5200... Generator Loss: 2.0955 Epoch 1/6... Discriminator Loss: 1.1042... Generator Loss: 6.4659 Epoch 1/6... Discriminator Loss: 0.6887... Generator Loss: 1.6045 Epoch 1/6... Discriminator Loss: 1.3585... Generator Loss: 0.5068 Epoch 1/6... Discriminator Loss: 0.6027... Generator Loss: 1.5869 Epoch 1/6... Discriminator Loss: 0.8393... Generator Loss: 1.0458 Epoch 1/6... Discriminator Loss: 0.7268... Generator Loss: 1.5335 Epoch 1/6... Discriminator Loss: 1.0383... Generator Loss: 0.7718 Epoch 1/6... Discriminator Loss: 0.6026... Generator Loss: 1.6947 Epoch 1/6... Discriminator Loss: 0.6344... Generator Loss: 1.9500 Epoch 1/6... Discriminator Loss: 0.4742... Generator Loss: 2.6126 Epoch 1/6... Discriminator Loss: 1.1857... Generator Loss: 0.6247 Epoch 1/6... Discriminator Loss: 1.0604... Generator Loss: 3.5428 Epoch 1/6... Discriminator Loss: 0.6168... Generator Loss: 2.6216
Epoch 1/6... Discriminator Loss: 0.5226... Generator Loss: 2.2837 Epoch 1/6... Discriminator Loss: 0.5525... Generator Loss: 2.1974 Epoch 1/6... Discriminator Loss: 0.4791... Generator Loss: 2.3664 Epoch 1/6... Discriminator Loss: 1.0777... Generator Loss: 0.7373 Epoch 1/6... Discriminator Loss: 0.5721... Generator Loss: 1.8731 Epoch 1/6... Discriminator Loss: 0.5973... Generator Loss: 2.8284 Epoch 1/6... Discriminator Loss: 1.0219... Generator Loss: 0.8370 Epoch 1/6... Discriminator Loss: 1.1135... Generator Loss: 0.8488 Epoch 1/6... Discriminator Loss: 0.6244... Generator Loss: 1.7005 Epoch 1/6... Discriminator Loss: 0.4794... Generator Loss: 2.6463 Epoch 1/6... Discriminator Loss: 0.4835... Generator Loss: 2.8017 Epoch 1/6... Discriminator Loss: 1.1483... Generator Loss: 0.6650 Epoch 1/6... Discriminator Loss: 0.6218... Generator Loss: 2.4377 Epoch 1/6... Discriminator Loss: 0.5100... Generator Loss: 2.3115 Epoch 1/6... Discriminator Loss: 0.5584... Generator Loss: 1.8837 Epoch 1/6... Discriminator Loss: 1.4877... Generator Loss: 0.4241 Epoch 1/6... Discriminator Loss: 0.8334... Generator Loss: 1.1665 Epoch 1/6... Discriminator Loss: 1.1516... Generator Loss: 1.7778 Epoch 1/6... Discriminator Loss: 1.0683... Generator Loss: 0.7248 Epoch 1/6... Discriminator Loss: 0.5749... Generator Loss: 2.0121
Epoch 1/6... Discriminator Loss: 0.5813... Generator Loss: 2.2485 Epoch 1/6... Discriminator Loss: 0.7760... Generator Loss: 2.1131 Epoch 1/6... Discriminator Loss: 1.1863... Generator Loss: 3.7799 Epoch 1/6... Discriminator Loss: 0.6219... Generator Loss: 1.6442 Epoch 1/6... Discriminator Loss: 0.5887... Generator Loss: 1.9233 Epoch 1/6... Discriminator Loss: 0.5437... Generator Loss: 2.3162 Epoch 1/6... Discriminator Loss: 2.2521... Generator Loss: 0.1939 Epoch 1/6... Discriminator Loss: 0.8708... Generator Loss: 1.2080 Epoch 1/6... Discriminator Loss: 0.9199... Generator Loss: 1.4285 Epoch 1/6... Discriminator Loss: 0.6582... Generator Loss: 1.5554 Epoch 1/6... Discriminator Loss: 0.7089... Generator Loss: 1.4684 Epoch 1/6... Discriminator Loss: 0.5779... Generator Loss: 3.4041 Epoch 1/6... Discriminator Loss: 0.6107... Generator Loss: 1.9785 Epoch 1/6... Discriminator Loss: 0.5126... Generator Loss: 2.5647 Epoch 1/6... Discriminator Loss: 0.5255... Generator Loss: 2.0112 Epoch 1/6... Discriminator Loss: 0.6214... Generator Loss: 2.0966 Epoch 1/6... Discriminator Loss: 0.5780... Generator Loss: 2.2147 Epoch 1/6... Discriminator Loss: 1.2178... Generator Loss: 1.7469 Epoch 1/6... Discriminator Loss: 0.8945... Generator Loss: 3.1274 Epoch 1/6... Discriminator Loss: 0.6221... Generator Loss: 2.0119
Epoch 1/6... Discriminator Loss: 0.5826... Generator Loss: 3.5082 Epoch 1/6... Discriminator Loss: 0.7375... Generator Loss: 1.2476 Epoch 1/6... Discriminator Loss: 0.7831... Generator Loss: 1.9132 Epoch 1/6... Discriminator Loss: 0.6838... Generator Loss: 1.3911 Epoch 1/6... Discriminator Loss: 0.6918... Generator Loss: 2.9107 Epoch 1/6... Discriminator Loss: 0.4632... Generator Loss: 3.1940 Epoch 1/6... Discriminator Loss: 0.4738... Generator Loss: 2.7451 Epoch 1/6... Discriminator Loss: 0.5028... Generator Loss: 2.2459 Epoch 1/6... Discriminator Loss: 0.5078... Generator Loss: 3.3498 Epoch 1/6... Discriminator Loss: 0.4577... Generator Loss: 4.3195 Epoch 1/6... Discriminator Loss: 0.5889... Generator Loss: 1.8196 Epoch 1/6... Discriminator Loss: 1.9971... Generator Loss: 0.2468 Epoch 1/6... Discriminator Loss: 0.7617... Generator Loss: 1.3121 Epoch 1/6... Discriminator Loss: 0.5287... Generator Loss: 2.1828 Epoch 1/6... Discriminator Loss: 0.6651... Generator Loss: 3.9959 Epoch 1/6... Discriminator Loss: 0.6175... Generator Loss: 1.8447 Epoch 1/6... Discriminator Loss: 0.4094... Generator Loss: 3.0203 Epoch 1/6... Discriminator Loss: 3.1003... Generator Loss: 1.8924 Epoch 1/6... Discriminator Loss: 1.7775... Generator Loss: 1.2990 Epoch 1/6... Discriminator Loss: 0.8943... Generator Loss: 1.6551
Epoch 1/6... Discriminator Loss: 0.7167... Generator Loss: 2.0533 Epoch 1/6... Discriminator Loss: 0.4680... Generator Loss: 2.9527 Epoch 1/6... Discriminator Loss: 0.7736... Generator Loss: 1.5789 Epoch 1/6... Discriminator Loss: 0.4605... Generator Loss: 2.6485 Epoch 1/6... Discriminator Loss: 0.6689... Generator Loss: 3.2241 Epoch 1/6... Discriminator Loss: 0.5402... Generator Loss: 2.4977 Epoch 1/6... Discriminator Loss: 0.5418... Generator Loss: 2.1313 Epoch 1/6... Discriminator Loss: 1.1491... Generator Loss: 0.9553 Epoch 1/6... Discriminator Loss: 1.5080... Generator Loss: 0.4306 Epoch 1/6... Discriminator Loss: 1.2936... Generator Loss: 1.2255 Epoch 1/6... Discriminator Loss: 0.5706... Generator Loss: 2.0598 Epoch 1/6... Discriminator Loss: 0.4784... Generator Loss: 2.6393 Epoch 1/6... Discriminator Loss: 0.9854... Generator Loss: 3.0159 Epoch 1/6... Discriminator Loss: 0.9454... Generator Loss: 0.9797 Epoch 1/6... Discriminator Loss: 0.6322... Generator Loss: 1.6340 Epoch 1/6... Discriminator Loss: 0.6308... Generator Loss: 1.6665 Epoch 1/6... Discriminator Loss: 0.6284... Generator Loss: 2.0915 Epoch 1/6... Discriminator Loss: 2.3718... Generator Loss: 2.0494 Epoch 1/6... Discriminator Loss: 0.8410... Generator Loss: 1.2877 Epoch 1/6... Discriminator Loss: 0.4208... Generator Loss: 3.4197
Epoch 1/6... Discriminator Loss: 0.6335... Generator Loss: 2.4215 Epoch 1/6... Discriminator Loss: 0.4535... Generator Loss: 3.0319 Epoch 1/6... Discriminator Loss: 1.5621... Generator Loss: 1.6453 Epoch 1/6... Discriminator Loss: 1.8405... Generator Loss: 0.3117 Epoch 1/6... Discriminator Loss: 0.9815... Generator Loss: 1.0027 Epoch 1/6... Discriminator Loss: 0.5551... Generator Loss: 2.0934 Epoch 1/6... Discriminator Loss: 0.9645... Generator Loss: 1.0004 Epoch 1/6... Discriminator Loss: 0.7908... Generator Loss: 1.3910 Epoch 1/6... Discriminator Loss: 0.7189... Generator Loss: 1.7596 Epoch 1/6... Discriminator Loss: 0.9712... Generator Loss: 0.8587 Epoch 1/6... Discriminator Loss: 0.9602... Generator Loss: 2.1894 Epoch 1/6... Discriminator Loss: 0.8980... Generator Loss: 1.5971 Epoch 1/6... Discriminator Loss: 0.5987... Generator Loss: 2.0035 Epoch 1/6... Discriminator Loss: 0.5940... Generator Loss: 1.8107 Epoch 1/6... Discriminator Loss: 0.7077... Generator Loss: 1.8727 Epoch 1/6... Discriminator Loss: 0.6222... Generator Loss: 2.4168 Epoch 1/6... Discriminator Loss: 0.6520... Generator Loss: 2.1536 Epoch 1/6... Discriminator Loss: 0.5725... Generator Loss: 2.0260 Epoch 1/6... Discriminator Loss: 0.7472... Generator Loss: 3.8001 Epoch 1/6... Discriminator Loss: 2.1174... Generator Loss: 0.6302
Epoch 1/6... Discriminator Loss: 1.0367... Generator Loss: 1.3157 Epoch 1/6... Discriminator Loss: 1.2481... Generator Loss: 0.6389 Epoch 1/6... Discriminator Loss: 1.0107... Generator Loss: 1.0529 Epoch 1/6... Discriminator Loss: 0.8203... Generator Loss: 1.1099 Epoch 1/6... Discriminator Loss: 1.1938... Generator Loss: 2.6888 Epoch 1/6... Discriminator Loss: 0.5306... Generator Loss: 2.6787 Epoch 1/6... Discriminator Loss: 0.7511... Generator Loss: 1.3209 Epoch 1/6... Discriminator Loss: 0.5334... Generator Loss: 2.4461 Epoch 1/6... Discriminator Loss: 0.5267... Generator Loss: 2.5726 Epoch 1/6... Discriminator Loss: 0.6284... Generator Loss: 2.1296 Epoch 1/6... Discriminator Loss: 1.6769... Generator Loss: 1.5560 Epoch 1/6... Discriminator Loss: 0.6411... Generator Loss: 1.7834 Epoch 1/6... Discriminator Loss: 1.0172... Generator Loss: 1.0427 Epoch 1/6... Discriminator Loss: 0.5855... Generator Loss: 2.1396 Epoch 1/6... Discriminator Loss: 0.7958... Generator Loss: 1.8177 Epoch 1/6... Discriminator Loss: 0.5872... Generator Loss: 2.1800 Epoch 1/6... Discriminator Loss: 0.4826... Generator Loss: 3.2695 Epoch 1/6... Discriminator Loss: 1.1327... Generator Loss: 3.4861 Epoch 1/6... Discriminator Loss: 1.4087... Generator Loss: 0.5625 Epoch 1/6... Discriminator Loss: 0.7150... Generator Loss: 2.1270
Epoch 1/6... Discriminator Loss: 0.5297... Generator Loss: 2.1638 Epoch 1/6... Discriminator Loss: 0.7312... Generator Loss: 1.4433 Epoch 1/6... Discriminator Loss: 0.6312... Generator Loss: 1.7886 Epoch 1/6... Discriminator Loss: 0.8072... Generator Loss: 1.4550 Epoch 1/6... Discriminator Loss: 0.6541... Generator Loss: 1.9037 Epoch 1/6... Discriminator Loss: 0.8572... Generator Loss: 2.5511 Epoch 1/6... Discriminator Loss: 1.9728... Generator Loss: 0.3212 Epoch 1/6... Discriminator Loss: 1.1095... Generator Loss: 0.7640 Epoch 1/6... Discriminator Loss: 0.8509... Generator Loss: 1.1214 Epoch 1/6... Discriminator Loss: 0.7072... Generator Loss: 2.6489 Epoch 1/6... Discriminator Loss: 0.9247... Generator Loss: 0.9357 Epoch 1/6... Discriminator Loss: 0.5917... Generator Loss: 2.0200 Epoch 1/6... Discriminator Loss: 0.7520... Generator Loss: 1.4037 Epoch 1/6... Discriminator Loss: 0.5575... Generator Loss: 2.5812 Epoch 1/6... Discriminator Loss: 0.6867... Generator Loss: 1.5353 Epoch 1/6... Discriminator Loss: 3.7787... Generator Loss: 3.5847 Epoch 1/6... Discriminator Loss: 2.0077... Generator Loss: 0.3013 Epoch 1/6... Discriminator Loss: 1.2634... Generator Loss: 0.8281 Epoch 1/6... Discriminator Loss: 1.3746... Generator Loss: 1.1293 Epoch 1/6... Discriminator Loss: 1.1744... Generator Loss: 0.8416
Epoch 1/6... Discriminator Loss: 0.8502... Generator Loss: 1.3942 Epoch 1/6... Discriminator Loss: 0.9776... Generator Loss: 1.1268 Epoch 1/6... Discriminator Loss: 0.7549... Generator Loss: 1.5594 Epoch 1/6... Discriminator Loss: 0.6873... Generator Loss: 1.5731 Epoch 1/6... Discriminator Loss: 0.8101... Generator Loss: 1.5397 Epoch 1/6... Discriminator Loss: 1.1099... Generator Loss: 1.2335 Epoch 1/6... Discriminator Loss: 2.2750... Generator Loss: 0.1972 Epoch 1/6... Discriminator Loss: 0.7361... Generator Loss: 1.5819 Epoch 1/6... Discriminator Loss: 1.0294... Generator Loss: 1.2774 Epoch 1/6... Discriminator Loss: 0.7407... Generator Loss: 1.7550 Epoch 1/6... Discriminator Loss: 0.7674... Generator Loss: 2.2831 Epoch 1/6... Discriminator Loss: 0.5882... Generator Loss: 2.1311 Epoch 1/6... Discriminator Loss: 0.8389... Generator Loss: 1.0760 Epoch 1/6... Discriminator Loss: 0.7599... Generator Loss: 2.2032 Epoch 1/6... Discriminator Loss: 1.0106... Generator Loss: 1.0631 Epoch 1/6... Discriminator Loss: 0.8278... Generator Loss: 1.2402 Epoch 2/6... Discriminator Loss: 1.1713... Generator Loss: 1.7438 Epoch 2/6... Discriminator Loss: 1.6296... Generator Loss: 0.3572 Epoch 2/6... Discriminator Loss: 1.2188... Generator Loss: 1.0467 Epoch 2/6... Discriminator Loss: 1.2899... Generator Loss: 0.6953
Epoch 2/6... Discriminator Loss: 0.7593... Generator Loss: 1.9962 Epoch 2/6... Discriminator Loss: 0.9049... Generator Loss: 1.2093 Epoch 2/6... Discriminator Loss: 0.8335... Generator Loss: 1.4371 Epoch 2/6... Discriminator Loss: 0.7733... Generator Loss: 1.7502 Epoch 2/6... Discriminator Loss: 0.8166... Generator Loss: 1.4429 Epoch 2/6... Discriminator Loss: 0.5294... Generator Loss: 2.6434 Epoch 2/6... Discriminator Loss: 1.2441... Generator Loss: 0.8453 Epoch 2/6... Discriminator Loss: 1.0286... Generator Loss: 0.9186 Epoch 2/6... Discriminator Loss: 1.5672... Generator Loss: 0.4012 Epoch 2/6... Discriminator Loss: 0.7799... Generator Loss: 1.5436 Epoch 2/6... Discriminator Loss: 0.6201... Generator Loss: 2.3793 Epoch 2/6... Discriminator Loss: 1.2100... Generator Loss: 1.0882 Epoch 2/6... Discriminator Loss: 1.1244... Generator Loss: 1.3387 Epoch 2/6... Discriminator Loss: 0.7923... Generator Loss: 1.6670 Epoch 2/6... Discriminator Loss: 1.7023... Generator Loss: 1.9971 Epoch 2/6... Discriminator Loss: 1.6421... Generator Loss: 0.6892 Epoch 2/6... Discriminator Loss: 1.0971... Generator Loss: 1.0099 Epoch 2/6... Discriminator Loss: 0.6442... Generator Loss: 2.9573 Epoch 2/6... Discriminator Loss: 0.9068... Generator Loss: 1.6390 Epoch 2/6... Discriminator Loss: 0.7895... Generator Loss: 1.7158
Epoch 2/6... Discriminator Loss: 0.6599... Generator Loss: 2.3666 Epoch 2/6... Discriminator Loss: 0.7672... Generator Loss: 2.1803 Epoch 2/6... Discriminator Loss: 1.1544... Generator Loss: 0.6777 Epoch 2/6... Discriminator Loss: 0.8620... Generator Loss: 1.1185 Epoch 2/6... Discriminator Loss: 1.0393... Generator Loss: 1.0783 Epoch 2/6... Discriminator Loss: 1.0417... Generator Loss: 0.9310 Epoch 2/6... Discriminator Loss: 0.9882... Generator Loss: 1.1989 Epoch 2/6... Discriminator Loss: 0.9122... Generator Loss: 1.4741 Epoch 2/6... Discriminator Loss: 0.7711... Generator Loss: 2.2591 Epoch 2/6... Discriminator Loss: 1.0577... Generator Loss: 1.0291 Epoch 2/6... Discriminator Loss: 1.5929... Generator Loss: 1.4896 Epoch 2/6... Discriminator Loss: 1.7503... Generator Loss: 0.3287 Epoch 2/6... Discriminator Loss: 0.8153... Generator Loss: 1.3277 Epoch 2/6... Discriminator Loss: 1.0158... Generator Loss: 1.5034 Epoch 2/6... Discriminator Loss: 0.8274... Generator Loss: 1.8125 Epoch 2/6... Discriminator Loss: 0.7157... Generator Loss: 1.6792 Epoch 2/6... Discriminator Loss: 0.7036... Generator Loss: 1.5637 Epoch 2/6... Discriminator Loss: 0.9024... Generator Loss: 1.2162 Epoch 2/6... Discriminator Loss: 1.1574... Generator Loss: 2.3442 Epoch 2/6... Discriminator Loss: 0.7642... Generator Loss: 1.3999
Epoch 2/6... Discriminator Loss: 1.2531... Generator Loss: 0.6464 Epoch 2/6... Discriminator Loss: 0.4897... Generator Loss: 2.7066 Epoch 2/6... Discriminator Loss: 1.0738... Generator Loss: 0.9157 Epoch 2/6... Discriminator Loss: 2.0612... Generator Loss: 0.2521 Epoch 2/6... Discriminator Loss: 0.7986... Generator Loss: 1.3071 Epoch 2/6... Discriminator Loss: 0.9326... Generator Loss: 1.0319 Epoch 2/6... Discriminator Loss: 0.8832... Generator Loss: 1.1833 Epoch 2/6... Discriminator Loss: 0.9938... Generator Loss: 0.9843 Epoch 2/6... Discriminator Loss: 1.0577... Generator Loss: 1.4200 Epoch 2/6... Discriminator Loss: 1.2644... Generator Loss: 0.7869 Epoch 2/6... Discriminator Loss: 1.1012... Generator Loss: 0.8002 Epoch 2/6... Discriminator Loss: 0.9666... Generator Loss: 0.9741 Epoch 2/6... Discriminator Loss: 0.7600... Generator Loss: 1.2741 Epoch 2/6... Discriminator Loss: 1.1086... Generator Loss: 2.0121 Epoch 2/6... Discriminator Loss: 1.6486... Generator Loss: 0.6053 Epoch 2/6... Discriminator Loss: 1.1635... Generator Loss: 1.1369 Epoch 2/6... Discriminator Loss: 0.9197... Generator Loss: 1.3171 Epoch 2/6... Discriminator Loss: 0.8851... Generator Loss: 1.2682 Epoch 2/6... Discriminator Loss: 0.8189... Generator Loss: 1.2174 Epoch 2/6... Discriminator Loss: 0.7118... Generator Loss: 1.9791
Epoch 2/6... Discriminator Loss: 0.7833... Generator Loss: 2.3790 Epoch 2/6... Discriminator Loss: 1.6874... Generator Loss: 1.9919 Epoch 2/6... Discriminator Loss: 0.8425... Generator Loss: 1.6242 Epoch 2/6... Discriminator Loss: 1.2523... Generator Loss: 1.0818 Epoch 2/6... Discriminator Loss: 1.2462... Generator Loss: 1.2961 Epoch 2/6... Discriminator Loss: 1.0304... Generator Loss: 0.8878 Epoch 2/6... Discriminator Loss: 1.4002... Generator Loss: 0.4988 Epoch 2/6... Discriminator Loss: 1.0042... Generator Loss: 1.1336 Epoch 2/6... Discriminator Loss: 0.8471... Generator Loss: 1.3973 Epoch 2/6... Discriminator Loss: 0.8829... Generator Loss: 1.2318 Epoch 2/6... Discriminator Loss: 0.6597... Generator Loss: 1.9718 Epoch 2/6... Discriminator Loss: 0.7730... Generator Loss: 1.5204 Epoch 2/6... Discriminator Loss: 0.9817... Generator Loss: 1.1550 Epoch 2/6... Discriminator Loss: 1.2154... Generator Loss: 0.6302 Epoch 2/6... Discriminator Loss: 0.8167... Generator Loss: 1.5181 Epoch 2/6... Discriminator Loss: 0.5351... Generator Loss: 3.2724 Epoch 2/6... Discriminator Loss: 1.4851... Generator Loss: 0.4853 Epoch 2/6... Discriminator Loss: 1.0758... Generator Loss: 1.0959 Epoch 2/6... Discriminator Loss: 0.6224... Generator Loss: 2.3727 Epoch 2/6... Discriminator Loss: 0.9603... Generator Loss: 1.1568
Epoch 2/6... Discriminator Loss: 1.2687... Generator Loss: 1.2800 Epoch 2/6... Discriminator Loss: 1.0355... Generator Loss: 0.9381 Epoch 2/6... Discriminator Loss: 0.8156... Generator Loss: 1.2417 Epoch 2/6... Discriminator Loss: 1.2919... Generator Loss: 1.7745 Epoch 2/6... Discriminator Loss: 0.8713... Generator Loss: 1.5431 Epoch 2/6... Discriminator Loss: 0.6315... Generator Loss: 2.1184 Epoch 2/6... Discriminator Loss: 1.0699... Generator Loss: 1.1334 Epoch 2/6... Discriminator Loss: 0.9858... Generator Loss: 1.2468 Epoch 2/6... Discriminator Loss: 0.9441... Generator Loss: 1.0359 Epoch 2/6... Discriminator Loss: 0.8630... Generator Loss: 1.3011 Epoch 2/6... Discriminator Loss: 1.1487... Generator Loss: 1.2187 Epoch 2/6... Discriminator Loss: 1.4368... Generator Loss: 1.9598 Epoch 2/6... Discriminator Loss: 0.8113... Generator Loss: 1.2289 Epoch 2/6... Discriminator Loss: 1.2391... Generator Loss: 0.8667 Epoch 2/6... Discriminator Loss: 1.4479... Generator Loss: 0.8586 Epoch 2/6... Discriminator Loss: 1.4588... Generator Loss: 2.1155 Epoch 2/6... Discriminator Loss: 1.2702... Generator Loss: 1.7449 Epoch 2/6... Discriminator Loss: 1.0669... Generator Loss: 1.0470 Epoch 2/6... Discriminator Loss: 0.9053... Generator Loss: 1.2416 Epoch 2/6... Discriminator Loss: 0.6619... Generator Loss: 1.7496
Epoch 2/6... Discriminator Loss: 0.9318... Generator Loss: 1.2914 Epoch 2/6... Discriminator Loss: 1.2080... Generator Loss: 1.9915 Epoch 2/6... Discriminator Loss: 1.3423... Generator Loss: 2.4637 Epoch 2/6... Discriminator Loss: 1.3049... Generator Loss: 1.9281 Epoch 2/6... Discriminator Loss: 1.3347... Generator Loss: 0.6130 Epoch 2/6... Discriminator Loss: 0.9844... Generator Loss: 1.5680 Epoch 2/6... Discriminator Loss: 1.0210... Generator Loss: 0.9776 Epoch 2/6... Discriminator Loss: 1.2053... Generator Loss: 0.7467 Epoch 2/6... Discriminator Loss: 0.9975... Generator Loss: 1.2111 Epoch 2/6... Discriminator Loss: 1.0413... Generator Loss: 1.5951 Epoch 2/6... Discriminator Loss: 1.0907... Generator Loss: 0.8954 Epoch 2/6... Discriminator Loss: 1.0122... Generator Loss: 0.8483 Epoch 2/6... Discriminator Loss: 1.1122... Generator Loss: 0.8383 Epoch 2/6... Discriminator Loss: 0.8551... Generator Loss: 1.5104 Epoch 2/6... Discriminator Loss: 0.7417... Generator Loss: 2.1823 Epoch 2/6... Discriminator Loss: 0.9340... Generator Loss: 1.9542 Epoch 2/6... Discriminator Loss: 0.8180... Generator Loss: 1.2938 Epoch 2/6... Discriminator Loss: 1.3379... Generator Loss: 0.5381 Epoch 2/6... Discriminator Loss: 1.2477... Generator Loss: 1.3715 Epoch 2/6... Discriminator Loss: 0.9760... Generator Loss: 0.9889
Epoch 2/6... Discriminator Loss: 1.2287... Generator Loss: 1.1196 Epoch 2/6... Discriminator Loss: 0.8555... Generator Loss: 2.8253 Epoch 2/6... Discriminator Loss: 1.0994... Generator Loss: 1.0822 Epoch 2/6... Discriminator Loss: 0.6818... Generator Loss: 2.2784 Epoch 2/6... Discriminator Loss: 1.2252... Generator Loss: 0.6532 Epoch 2/6... Discriminator Loss: 1.1158... Generator Loss: 0.8398 Epoch 2/6... Discriminator Loss: 0.7288... Generator Loss: 1.4390 Epoch 2/6... Discriminator Loss: 1.7039... Generator Loss: 0.3825 Epoch 2/6... Discriminator Loss: 1.1194... Generator Loss: 1.0311 Epoch 2/6... Discriminator Loss: 0.7621... Generator Loss: 1.7892 Epoch 2/6... Discriminator Loss: 1.1974... Generator Loss: 1.2825 Epoch 2/6... Discriminator Loss: 0.9404... Generator Loss: 1.0903 Epoch 2/6... Discriminator Loss: 0.9327... Generator Loss: 1.0614 Epoch 2/6... Discriminator Loss: 0.8974... Generator Loss: 1.3935 Epoch 2/6... Discriminator Loss: 0.8681... Generator Loss: 1.5806 Epoch 2/6... Discriminator Loss: 1.1346... Generator Loss: 1.4224 Epoch 2/6... Discriminator Loss: 1.3418... Generator Loss: 1.3284 Epoch 2/6... Discriminator Loss: 1.0742... Generator Loss: 1.9126 Epoch 2/6... Discriminator Loss: 1.2600... Generator Loss: 0.8605 Epoch 2/6... Discriminator Loss: 1.1754... Generator Loss: 0.8390
Epoch 2/6... Discriminator Loss: 1.2739... Generator Loss: 0.7192 Epoch 2/6... Discriminator Loss: 1.1892... Generator Loss: 1.3035 Epoch 2/6... Discriminator Loss: 0.9994... Generator Loss: 1.0937 Epoch 2/6... Discriminator Loss: 0.8677... Generator Loss: 1.3307 Epoch 2/6... Discriminator Loss: 1.0717... Generator Loss: 0.9794 Epoch 2/6... Discriminator Loss: 0.6265... Generator Loss: 2.7946 Epoch 2/6... Discriminator Loss: 1.1469... Generator Loss: 1.4570 Epoch 2/6... Discriminator Loss: 1.1254... Generator Loss: 1.9497 Epoch 2/6... Discriminator Loss: 1.1425... Generator Loss: 0.7395 Epoch 2/6... Discriminator Loss: 1.1193... Generator Loss: 0.8317 Epoch 2/6... Discriminator Loss: 1.0031... Generator Loss: 0.8897 Epoch 2/6... Discriminator Loss: 1.1025... Generator Loss: 1.0209 Epoch 2/6... Discriminator Loss: 1.0842... Generator Loss: 1.2522 Epoch 2/6... Discriminator Loss: 1.0885... Generator Loss: 1.5743 Epoch 2/6... Discriminator Loss: 1.2682... Generator Loss: 0.6489 Epoch 2/6... Discriminator Loss: 0.9056... Generator Loss: 1.0348 Epoch 2/6... Discriminator Loss: 0.8523... Generator Loss: 1.9834 Epoch 2/6... Discriminator Loss: 0.8733... Generator Loss: 1.3573 Epoch 2/6... Discriminator Loss: 1.0417... Generator Loss: 0.9739 Epoch 2/6... Discriminator Loss: 1.4873... Generator Loss: 1.8307
Epoch 2/6... Discriminator Loss: 1.1876... Generator Loss: 1.5157 Epoch 2/6... Discriminator Loss: 0.8296... Generator Loss: 1.3883 Epoch 2/6... Discriminator Loss: 1.1142... Generator Loss: 0.8226 Epoch 2/6... Discriminator Loss: 0.9935... Generator Loss: 1.6288 Epoch 2/6... Discriminator Loss: 1.0988... Generator Loss: 0.9579 Epoch 2/6... Discriminator Loss: 0.6282... Generator Loss: 2.8270 Epoch 2/6... Discriminator Loss: 1.1400... Generator Loss: 0.8835 Epoch 2/6... Discriminator Loss: 1.1539... Generator Loss: 0.7612 Epoch 2/6... Discriminator Loss: 1.0060... Generator Loss: 0.9083 Epoch 2/6... Discriminator Loss: 0.8733... Generator Loss: 1.3721 Epoch 2/6... Discriminator Loss: 1.0808... Generator Loss: 0.8716 Epoch 2/6... Discriminator Loss: 1.1365... Generator Loss: 0.9046 Epoch 2/6... Discriminator Loss: 1.1153... Generator Loss: 2.0699 Epoch 2/6... Discriminator Loss: 1.1224... Generator Loss: 1.4704 Epoch 2/6... Discriminator Loss: 1.1804... Generator Loss: 0.7273 Epoch 2/6... Discriminator Loss: 0.6928... Generator Loss: 1.9905 Epoch 2/6... Discriminator Loss: 1.2181... Generator Loss: 0.7641 Epoch 2/6... Discriminator Loss: 0.9339... Generator Loss: 1.4065 Epoch 2/6... Discriminator Loss: 0.5800... Generator Loss: 2.8111 Epoch 2/6... Discriminator Loss: 1.1771... Generator Loss: 0.8913
Epoch 2/6... Discriminator Loss: 1.0434... Generator Loss: 1.0752 Epoch 2/6... Discriminator Loss: 1.7622... Generator Loss: 2.3709 Epoch 2/6... Discriminator Loss: 0.7316... Generator Loss: 2.3561 Epoch 2/6... Discriminator Loss: 1.2742... Generator Loss: 0.8528 Epoch 2/6... Discriminator Loss: 1.2687... Generator Loss: 0.6188 Epoch 2/6... Discriminator Loss: 1.1692... Generator Loss: 0.9282 Epoch 2/6... Discriminator Loss: 1.1715... Generator Loss: 1.1231 Epoch 2/6... Discriminator Loss: 1.2149... Generator Loss: 1.1116 Epoch 2/6... Discriminator Loss: 0.8608... Generator Loss: 1.1973 Epoch 2/6... Discriminator Loss: 0.7532... Generator Loss: 1.9781 Epoch 2/6... Discriminator Loss: 1.1096... Generator Loss: 0.8119 Epoch 2/6... Discriminator Loss: 0.6831... Generator Loss: 1.9551 Epoch 2/6... Discriminator Loss: 1.0743... Generator Loss: 1.3829 Epoch 2/6... Discriminator Loss: 1.1054... Generator Loss: 0.8971 Epoch 2/6... Discriminator Loss: 0.9507... Generator Loss: 1.4658 Epoch 2/6... Discriminator Loss: 0.9463... Generator Loss: 1.1750 Epoch 2/6... Discriminator Loss: 1.2889... Generator Loss: 1.1568 Epoch 2/6... Discriminator Loss: 1.0245... Generator Loss: 1.1142 Epoch 2/6... Discriminator Loss: 1.0710... Generator Loss: 2.0315 Epoch 2/6... Discriminator Loss: 1.1543... Generator Loss: 0.9689
Epoch 2/6... Discriminator Loss: 1.1042... Generator Loss: 1.4608 Epoch 2/6... Discriminator Loss: 0.7846... Generator Loss: 1.6120 Epoch 2/6... Discriminator Loss: 1.1490... Generator Loss: 1.0302 Epoch 2/6... Discriminator Loss: 1.0574... Generator Loss: 1.5888 Epoch 2/6... Discriminator Loss: 1.1994... Generator Loss: 0.8564 Epoch 2/6... Discriminator Loss: 0.8041... Generator Loss: 2.0785 Epoch 2/6... Discriminator Loss: 0.9603... Generator Loss: 1.5698 Epoch 2/6... Discriminator Loss: 0.7450... Generator Loss: 2.2969 Epoch 2/6... Discriminator Loss: 1.0716... Generator Loss: 1.0487 Epoch 2/6... Discriminator Loss: 1.0529... Generator Loss: 1.0888 Epoch 2/6... Discriminator Loss: 1.0417... Generator Loss: 0.9193 Epoch 2/6... Discriminator Loss: 0.8271... Generator Loss: 1.4453 Epoch 2/6... Discriminator Loss: 1.0219... Generator Loss: 1.3373 Epoch 2/6... Discriminator Loss: 1.4292... Generator Loss: 0.5463 Epoch 2/6... Discriminator Loss: 1.2140... Generator Loss: 1.6522 Epoch 2/6... Discriminator Loss: 0.7352... Generator Loss: 1.5349 Epoch 2/6... Discriminator Loss: 1.0926... Generator Loss: 1.1799 Epoch 2/6... Discriminator Loss: 1.3254... Generator Loss: 0.6573 Epoch 2/6... Discriminator Loss: 1.2098... Generator Loss: 0.7442 Epoch 2/6... Discriminator Loss: 1.0771... Generator Loss: 1.0847
Epoch 2/6... Discriminator Loss: 1.0749... Generator Loss: 0.9800 Epoch 2/6... Discriminator Loss: 0.9643... Generator Loss: 1.0868 Epoch 2/6... Discriminator Loss: 1.3797... Generator Loss: 0.5630 Epoch 2/6... Discriminator Loss: 0.7278... Generator Loss: 1.5926 Epoch 2/6... Discriminator Loss: 1.0412... Generator Loss: 0.9254 Epoch 2/6... Discriminator Loss: 0.8085... Generator Loss: 1.4620 Epoch 2/6... Discriminator Loss: 1.3859... Generator Loss: 0.5057 Epoch 2/6... Discriminator Loss: 0.7770... Generator Loss: 2.3296 Epoch 2/6... Discriminator Loss: 1.1867... Generator Loss: 0.6982 Epoch 2/6... Discriminator Loss: 1.0328... Generator Loss: 1.3421 Epoch 2/6... Discriminator Loss: 0.9522... Generator Loss: 2.2916 Epoch 2/6... Discriminator Loss: 0.8143... Generator Loss: 1.3045 Epoch 2/6... Discriminator Loss: 1.0944... Generator Loss: 1.0950 Epoch 2/6... Discriminator Loss: 0.9293... Generator Loss: 1.3642 Epoch 2/6... Discriminator Loss: 1.1029... Generator Loss: 0.8010 Epoch 2/6... Discriminator Loss: 1.0624... Generator Loss: 0.8888 Epoch 2/6... Discriminator Loss: 1.1698... Generator Loss: 0.7832 Epoch 2/6... Discriminator Loss: 1.6301... Generator Loss: 0.3853 Epoch 2/6... Discriminator Loss: 1.0826... Generator Loss: 0.9036 Epoch 2/6... Discriminator Loss: 1.3058... Generator Loss: 0.6419
Epoch 2/6... Discriminator Loss: 1.2929... Generator Loss: 1.5614 Epoch 2/6... Discriminator Loss: 1.1570... Generator Loss: 0.9173 Epoch 2/6... Discriminator Loss: 1.0266... Generator Loss: 1.3070 Epoch 2/6... Discriminator Loss: 1.2071... Generator Loss: 0.7055 Epoch 2/6... Discriminator Loss: 1.0526... Generator Loss: 1.0176 Epoch 2/6... Discriminator Loss: 1.0787... Generator Loss: 0.9334 Epoch 2/6... Discriminator Loss: 1.2080... Generator Loss: 1.2236 Epoch 2/6... Discriminator Loss: 0.5538... Generator Loss: 2.6310 Epoch 2/6... Discriminator Loss: 1.4248... Generator Loss: 1.9978 Epoch 2/6... Discriminator Loss: 1.0428... Generator Loss: 1.1324 Epoch 2/6... Discriminator Loss: 0.6313... Generator Loss: 2.3392 Epoch 2/6... Discriminator Loss: 1.1797... Generator Loss: 0.8340 Epoch 2/6... Discriminator Loss: 1.6783... Generator Loss: 0.3584 Epoch 2/6... Discriminator Loss: 0.9806... Generator Loss: 1.3133 Epoch 2/6... Discriminator Loss: 1.0658... Generator Loss: 0.9483 Epoch 2/6... Discriminator Loss: 1.2470... Generator Loss: 0.7323 Epoch 2/6... Discriminator Loss: 0.6707... Generator Loss: 3.2056 Epoch 2/6... Discriminator Loss: 1.1752... Generator Loss: 1.2283 Epoch 2/6... Discriminator Loss: 1.2498... Generator Loss: 1.2155 Epoch 2/6... Discriminator Loss: 1.0762... Generator Loss: 0.8537
Epoch 2/6... Discriminator Loss: 1.1686... Generator Loss: 2.0864 Epoch 2/6... Discriminator Loss: 0.9762... Generator Loss: 1.3922 Epoch 2/6... Discriminator Loss: 1.2016... Generator Loss: 0.8769 Epoch 2/6... Discriminator Loss: 1.1933... Generator Loss: 0.6887 Epoch 2/6... Discriminator Loss: 1.1281... Generator Loss: 0.8062 Epoch 2/6... Discriminator Loss: 1.0504... Generator Loss: 1.0787 Epoch 2/6... Discriminator Loss: 0.8445... Generator Loss: 1.2558 Epoch 2/6... Discriminator Loss: 0.8281... Generator Loss: 2.2581 Epoch 2/6... Discriminator Loss: 0.9983... Generator Loss: 1.7611 Epoch 2/6... Discriminator Loss: 0.9561... Generator Loss: 1.5797 Epoch 2/6... Discriminator Loss: 1.1732... Generator Loss: 0.9587 Epoch 2/6... Discriminator Loss: 1.3062... Generator Loss: 0.7265 Epoch 2/6... Discriminator Loss: 0.9490... Generator Loss: 1.6703 Epoch 2/6... Discriminator Loss: 1.1962... Generator Loss: 0.8019 Epoch 2/6... Discriminator Loss: 1.1586... Generator Loss: 0.8643 Epoch 2/6... Discriminator Loss: 1.0223... Generator Loss: 1.4638 Epoch 2/6... Discriminator Loss: 0.8489... Generator Loss: 1.6710 Epoch 2/6... Discriminator Loss: 0.9900... Generator Loss: 1.2632 Epoch 2/6... Discriminator Loss: 0.8218... Generator Loss: 1.8167 Epoch 2/6... Discriminator Loss: 1.3793... Generator Loss: 1.6210
Epoch 2/6... Discriminator Loss: 1.0735... Generator Loss: 1.1224 Epoch 2/6... Discriminator Loss: 0.9409... Generator Loss: 1.4364 Epoch 2/6... Discriminator Loss: 1.1920... Generator Loss: 1.1882 Epoch 2/6... Discriminator Loss: 0.9842... Generator Loss: 1.0476 Epoch 2/6... Discriminator Loss: 0.7304... Generator Loss: 2.1566 Epoch 2/6... Discriminator Loss: 1.2730... Generator Loss: 0.7132 Epoch 2/6... Discriminator Loss: 0.8570... Generator Loss: 1.2315 Epoch 2/6... Discriminator Loss: 0.9586... Generator Loss: 1.3584 Epoch 2/6... Discriminator Loss: 1.2622... Generator Loss: 0.6812 Epoch 2/6... Discriminator Loss: 1.1496... Generator Loss: 0.7874 Epoch 2/6... Discriminator Loss: 1.2058... Generator Loss: 0.8006 Epoch 2/6... Discriminator Loss: 1.0220... Generator Loss: 1.1614 Epoch 2/6... Discriminator Loss: 0.8047... Generator Loss: 1.5384 Epoch 2/6... Discriminator Loss: 1.0683... Generator Loss: 1.7656 Epoch 2/6... Discriminator Loss: 1.1623... Generator Loss: 0.9164 Epoch 2/6... Discriminator Loss: 1.1400... Generator Loss: 0.8925 Epoch 2/6... Discriminator Loss: 1.1017... Generator Loss: 1.0531 Epoch 2/6... Discriminator Loss: 1.2679... Generator Loss: 0.7510 Epoch 2/6... Discriminator Loss: 1.1740... Generator Loss: 0.9136 Epoch 2/6... Discriminator Loss: 1.0041... Generator Loss: 1.2602
Epoch 2/6... Discriminator Loss: 1.1662... Generator Loss: 1.1188 Epoch 2/6... Discriminator Loss: 0.7681... Generator Loss: 1.6169 Epoch 2/6... Discriminator Loss: 1.1437... Generator Loss: 1.1268 Epoch 2/6... Discriminator Loss: 0.8240... Generator Loss: 1.7158 Epoch 2/6... Discriminator Loss: 1.0425... Generator Loss: 1.0840 Epoch 2/6... Discriminator Loss: 0.9538... Generator Loss: 1.2759 Epoch 2/6... Discriminator Loss: 1.2203... Generator Loss: 1.1308 Epoch 2/6... Discriminator Loss: 1.1047... Generator Loss: 1.2535 Epoch 2/6... Discriminator Loss: 0.9533... Generator Loss: 1.2887 Epoch 2/6... Discriminator Loss: 0.9745... Generator Loss: 0.9431 Epoch 2/6... Discriminator Loss: 1.0018... Generator Loss: 1.2652 Epoch 2/6... Discriminator Loss: 1.1346... Generator Loss: 0.9049 Epoch 3/6... Discriminator Loss: 0.9224... Generator Loss: 1.5986 Epoch 3/6... Discriminator Loss: 1.2207... Generator Loss: 1.8116 Epoch 3/6... Discriminator Loss: 1.0563... Generator Loss: 2.1704 Epoch 3/6... Discriminator Loss: 1.1571... Generator Loss: 1.2219 Epoch 3/6... Discriminator Loss: 0.6441... Generator Loss: 2.1579 Epoch 3/6... Discriminator Loss: 1.1803... Generator Loss: 1.0967 Epoch 3/6... Discriminator Loss: 1.0314... Generator Loss: 0.9580 Epoch 3/6... Discriminator Loss: 0.8168... Generator Loss: 1.4877
Epoch 3/6... Discriminator Loss: 1.2538... Generator Loss: 0.7157 Epoch 3/6... Discriminator Loss: 1.1668... Generator Loss: 1.1208 Epoch 3/6... Discriminator Loss: 1.0182... Generator Loss: 1.6229 Epoch 3/6... Discriminator Loss: 1.1943... Generator Loss: 0.8912 Epoch 3/6... Discriminator Loss: 1.1282... Generator Loss: 1.0724 Epoch 3/6... Discriminator Loss: 0.9615... Generator Loss: 1.0812 Epoch 3/6... Discriminator Loss: 1.0130... Generator Loss: 1.2038 Epoch 3/6... Discriminator Loss: 1.0326... Generator Loss: 1.6425 Epoch 3/6... Discriminator Loss: 0.8138... Generator Loss: 1.8556 Epoch 3/6... Discriminator Loss: 1.1302... Generator Loss: 0.9629 Epoch 3/6... Discriminator Loss: 1.0239... Generator Loss: 0.9764 Epoch 3/6... Discriminator Loss: 1.0841... Generator Loss: 1.1749 Epoch 3/6... Discriminator Loss: 1.1374... Generator Loss: 1.0333 Epoch 3/6... Discriminator Loss: 1.1102... Generator Loss: 0.9442 Epoch 3/6... Discriminator Loss: 1.1316... Generator Loss: 1.5555 Epoch 3/6... Discriminator Loss: 1.1415... Generator Loss: 1.3033 Epoch 3/6... Discriminator Loss: 1.1430... Generator Loss: 0.8148 Epoch 3/6... Discriminator Loss: 0.9591... Generator Loss: 1.3522 Epoch 3/6... Discriminator Loss: 0.9708... Generator Loss: 2.0922 Epoch 3/6... Discriminator Loss: 1.1541... Generator Loss: 0.8419
Epoch 3/6... Discriminator Loss: 1.0785... Generator Loss: 1.0866 Epoch 3/6... Discriminator Loss: 1.2757... Generator Loss: 0.6157 Epoch 3/6... Discriminator Loss: 1.0058... Generator Loss: 1.0337 Epoch 3/6... Discriminator Loss: 0.9344... Generator Loss: 1.2992 Epoch 3/6... Discriminator Loss: 1.3817... Generator Loss: 0.5988 Epoch 3/6... Discriminator Loss: 1.1639... Generator Loss: 0.7304 Epoch 3/6... Discriminator Loss: 1.2550... Generator Loss: 1.2339 Epoch 3/6... Discriminator Loss: 1.3624... Generator Loss: 0.5432 Epoch 3/6... Discriminator Loss: 1.2187... Generator Loss: 0.9867 Epoch 3/6... Discriminator Loss: 1.1312... Generator Loss: 1.3252 Epoch 3/6... Discriminator Loss: 1.0219... Generator Loss: 1.6430 Epoch 3/6... Discriminator Loss: 1.2071... Generator Loss: 1.1519 Epoch 3/6... Discriminator Loss: 1.0574... Generator Loss: 1.1027 Epoch 3/6... Discriminator Loss: 1.0776... Generator Loss: 0.8870 Epoch 3/6... Discriminator Loss: 1.1829... Generator Loss: 1.5807 Epoch 3/6... Discriminator Loss: 0.9557... Generator Loss: 2.5902 Epoch 3/6... Discriminator Loss: 1.1660... Generator Loss: 1.4394 Epoch 3/6... Discriminator Loss: 1.1840... Generator Loss: 0.8401 Epoch 3/6... Discriminator Loss: 0.9892... Generator Loss: 1.1590 Epoch 3/6... Discriminator Loss: 1.3143... Generator Loss: 0.5761
Epoch 3/6... Discriminator Loss: 1.3317... Generator Loss: 1.2147 Epoch 3/6... Discriminator Loss: 1.1734... Generator Loss: 1.1516 Epoch 3/6... Discriminator Loss: 1.1531... Generator Loss: 0.9587 Epoch 3/6... Discriminator Loss: 1.2026... Generator Loss: 0.8670 Epoch 3/6... Discriminator Loss: 0.8487... Generator Loss: 1.3151 Epoch 3/6... Discriminator Loss: 1.1030... Generator Loss: 1.0003 Epoch 3/6... Discriminator Loss: 1.1565... Generator Loss: 0.8928 Epoch 3/6... Discriminator Loss: 1.2043... Generator Loss: 0.8602 Epoch 3/6... Discriminator Loss: 1.1631... Generator Loss: 1.1269 Epoch 3/6... Discriminator Loss: 0.6614... Generator Loss: 3.2999 Epoch 3/6... Discriminator Loss: 1.0898... Generator Loss: 0.9930 Epoch 3/6... Discriminator Loss: 1.2232... Generator Loss: 1.1610 Epoch 3/6... Discriminator Loss: 1.1652... Generator Loss: 0.8564 Epoch 3/6... Discriminator Loss: 0.9051... Generator Loss: 1.4532 Epoch 3/6... Discriminator Loss: 1.0639... Generator Loss: 0.9231 Epoch 3/6... Discriminator Loss: 1.2354... Generator Loss: 0.8694 Epoch 3/6... Discriminator Loss: 1.1230... Generator Loss: 0.9235 Epoch 3/6... Discriminator Loss: 1.3049... Generator Loss: 1.9021 Epoch 3/6... Discriminator Loss: 1.2135... Generator Loss: 1.0384 Epoch 3/6... Discriminator Loss: 1.3003... Generator Loss: 0.6804
Epoch 3/6... Discriminator Loss: 1.2257... Generator Loss: 1.1975 Epoch 3/6... Discriminator Loss: 1.1793... Generator Loss: 0.8770 Epoch 3/6... Discriminator Loss: 1.2307... Generator Loss: 0.7866 Epoch 3/6... Discriminator Loss: 1.1874... Generator Loss: 0.8444 Epoch 3/6... Discriminator Loss: 1.2024... Generator Loss: 0.6989 Epoch 3/6... Discriminator Loss: 1.1013... Generator Loss: 0.8510 Epoch 3/6... Discriminator Loss: 1.2190... Generator Loss: 0.9219 Epoch 3/6... Discriminator Loss: 1.3641... Generator Loss: 0.5887 Epoch 3/6... Discriminator Loss: 1.0671... Generator Loss: 1.1183 Epoch 3/6... Discriminator Loss: 1.0947... Generator Loss: 0.8083 Epoch 3/6... Discriminator Loss: 1.0761... Generator Loss: 0.9993 Epoch 3/6... Discriminator Loss: 1.0733... Generator Loss: 1.0467 Epoch 3/6... Discriminator Loss: 1.0446... Generator Loss: 1.0194 Epoch 3/6... Discriminator Loss: 1.1742... Generator Loss: 0.8526 Epoch 3/6... Discriminator Loss: 1.1404... Generator Loss: 1.1382 Epoch 3/6... Discriminator Loss: 0.9666... Generator Loss: 1.2565 Epoch 3/6... Discriminator Loss: 1.0829... Generator Loss: 1.1300 Epoch 3/6... Discriminator Loss: 1.3359... Generator Loss: 0.5745 Epoch 3/6... Discriminator Loss: 0.9907... Generator Loss: 0.9591 Epoch 3/6... Discriminator Loss: 0.9630... Generator Loss: 1.1752
Epoch 3/6... Discriminator Loss: 1.1353... Generator Loss: 1.5154 Epoch 3/6... Discriminator Loss: 1.1783... Generator Loss: 1.0395 Epoch 3/6... Discriminator Loss: 1.2389... Generator Loss: 0.6907 Epoch 3/6... Discriminator Loss: 1.0605... Generator Loss: 1.1065 Epoch 3/6... Discriminator Loss: 1.1086... Generator Loss: 0.8238 Epoch 3/6... Discriminator Loss: 1.1650... Generator Loss: 0.7077 Epoch 3/6... Discriminator Loss: 1.1397... Generator Loss: 1.0978 Epoch 3/6... Discriminator Loss: 1.0575... Generator Loss: 1.2023 Epoch 3/6... Discriminator Loss: 1.0394... Generator Loss: 1.0576 Epoch 3/6... Discriminator Loss: 0.9840... Generator Loss: 1.1762 Epoch 3/6... Discriminator Loss: 1.1739... Generator Loss: 1.0877 Epoch 3/6... Discriminator Loss: 1.2989... Generator Loss: 0.7776 Epoch 3/6... Discriminator Loss: 1.0388... Generator Loss: 0.8485 Epoch 3/6... Discriminator Loss: 1.0433... Generator Loss: 1.0096 Epoch 3/6... Discriminator Loss: 1.1038... Generator Loss: 1.5420 Epoch 3/6... Discriminator Loss: 1.2247... Generator Loss: 0.8515 Epoch 3/6... Discriminator Loss: 1.0637... Generator Loss: 0.9418 Epoch 3/6... Discriminator Loss: 1.1087... Generator Loss: 1.1218 Epoch 3/6... Discriminator Loss: 1.2685... Generator Loss: 0.6640 Epoch 3/6... Discriminator Loss: 1.0302... Generator Loss: 1.5897
Epoch 3/6... Discriminator Loss: 1.4587... Generator Loss: 1.6097 Epoch 3/6... Discriminator Loss: 0.9799... Generator Loss: 1.4237 Epoch 3/6... Discriminator Loss: 1.0995... Generator Loss: 0.9500 Epoch 3/6... Discriminator Loss: 1.1085... Generator Loss: 0.9759 Epoch 3/6... Discriminator Loss: 1.1780... Generator Loss: 1.0273 Epoch 3/6... Discriminator Loss: 1.1546... Generator Loss: 0.9307 Epoch 3/6... Discriminator Loss: 1.1145... Generator Loss: 1.1592 Epoch 3/6... Discriminator Loss: 1.2515... Generator Loss: 0.7380 Epoch 3/6... Discriminator Loss: 1.0760... Generator Loss: 1.2051 Epoch 3/6... Discriminator Loss: 1.0626... Generator Loss: 1.1990 Epoch 3/6... Discriminator Loss: 1.1500... Generator Loss: 1.3392 Epoch 3/6... Discriminator Loss: 0.7437... Generator Loss: 1.8924 Epoch 3/6... Discriminator Loss: 1.2109... Generator Loss: 1.0533 Epoch 3/6... Discriminator Loss: 1.1335... Generator Loss: 1.1819 Epoch 3/6... Discriminator Loss: 0.9832... Generator Loss: 1.0203 Epoch 3/6... Discriminator Loss: 1.0909... Generator Loss: 0.9595 Epoch 3/6... Discriminator Loss: 1.3192... Generator Loss: 0.6054 Epoch 3/6... Discriminator Loss: 1.2735... Generator Loss: 0.7064 Epoch 3/6... Discriminator Loss: 1.2977... Generator Loss: 0.7493 Epoch 3/6... Discriminator Loss: 1.2343... Generator Loss: 0.8610
Epoch 3/6... Discriminator Loss: 1.1607... Generator Loss: 0.9913 Epoch 3/6... Discriminator Loss: 1.2579... Generator Loss: 1.0090 Epoch 3/6... Discriminator Loss: 1.1182... Generator Loss: 0.8786 Epoch 3/6... Discriminator Loss: 1.1360... Generator Loss: 0.8583 Epoch 3/6... Discriminator Loss: 1.3078... Generator Loss: 0.6147 Epoch 3/6... Discriminator Loss: 1.0333... Generator Loss: 1.2512 Epoch 3/6... Discriminator Loss: 1.1625... Generator Loss: 0.7974 Epoch 3/6... Discriminator Loss: 1.1587... Generator Loss: 1.1239 Epoch 3/6... Discriminator Loss: 1.0554... Generator Loss: 1.3100 Epoch 3/6... Discriminator Loss: 1.0461... Generator Loss: 1.2480 Epoch 3/6... Discriminator Loss: 1.3385... Generator Loss: 0.6262 Epoch 3/6... Discriminator Loss: 1.1860... Generator Loss: 1.0180 Epoch 3/6... Discriminator Loss: 1.2640... Generator Loss: 0.6949 Epoch 3/6... Discriminator Loss: 1.0656... Generator Loss: 1.2406 Epoch 3/6... Discriminator Loss: 1.1405... Generator Loss: 1.0749 Epoch 3/6... Discriminator Loss: 1.1085... Generator Loss: 1.3860 Epoch 3/6... Discriminator Loss: 1.1262... Generator Loss: 1.1358 Epoch 3/6... Discriminator Loss: 1.0544... Generator Loss: 1.2025 Epoch 3/6... Discriminator Loss: 1.0519... Generator Loss: 1.1555 Epoch 3/6... Discriminator Loss: 1.3669... Generator Loss: 0.6763
Epoch 3/6... Discriminator Loss: 0.8678... Generator Loss: 1.2392 Epoch 3/6... Discriminator Loss: 1.1772... Generator Loss: 1.0464 Epoch 3/6... Discriminator Loss: 1.2003... Generator Loss: 0.7355 Epoch 3/6... Discriminator Loss: 1.3110... Generator Loss: 1.5014 Epoch 3/6... Discriminator Loss: 1.1475... Generator Loss: 0.9019 Epoch 3/6... Discriminator Loss: 1.2449... Generator Loss: 0.8242 Epoch 3/6... Discriminator Loss: 1.1062... Generator Loss: 1.1619 Epoch 3/6... Discriminator Loss: 1.0288... Generator Loss: 1.3439 Epoch 3/6... Discriminator Loss: 1.0716... Generator Loss: 1.2751 Epoch 3/6... Discriminator Loss: 1.2152... Generator Loss: 1.3384 Epoch 3/6... Discriminator Loss: 1.2387... Generator Loss: 1.6060 Epoch 3/6... Discriminator Loss: 1.1613... Generator Loss: 0.7647 Epoch 3/6... Discriminator Loss: 1.1161... Generator Loss: 1.0175 Epoch 3/6... Discriminator Loss: 1.3052... Generator Loss: 1.8902 Epoch 3/6... Discriminator Loss: 1.1037... Generator Loss: 1.3429 Epoch 3/6... Discriminator Loss: 1.1834... Generator Loss: 0.8695 Epoch 3/6... Discriminator Loss: 1.0848... Generator Loss: 1.4242 Epoch 3/6... Discriminator Loss: 1.1699... Generator Loss: 0.9713 Epoch 3/6... Discriminator Loss: 1.1858... Generator Loss: 0.8910 Epoch 3/6... Discriminator Loss: 1.1376... Generator Loss: 1.5655
Epoch 3/6... Discriminator Loss: 1.2554... Generator Loss: 0.8287 Epoch 3/6... Discriminator Loss: 1.4371... Generator Loss: 0.5578 Epoch 3/6... Discriminator Loss: 1.3005... Generator Loss: 1.1048 Epoch 3/6... Discriminator Loss: 1.1596... Generator Loss: 0.7873 Epoch 3/6... Discriminator Loss: 1.0593... Generator Loss: 1.0219 Epoch 3/6... Discriminator Loss: 1.1756... Generator Loss: 0.9314 Epoch 3/6... Discriminator Loss: 0.7132... Generator Loss: 1.9768 Epoch 3/6... Discriminator Loss: 1.1512... Generator Loss: 1.2580 Epoch 3/6... Discriminator Loss: 1.1462... Generator Loss: 1.1181 Epoch 3/6... Discriminator Loss: 1.2166... Generator Loss: 0.9480 Epoch 3/6... Discriminator Loss: 1.1550... Generator Loss: 1.1770 Epoch 3/6... Discriminator Loss: 0.8401... Generator Loss: 1.6116 Epoch 3/6... Discriminator Loss: 1.1648... Generator Loss: 1.2595 Epoch 3/6... Discriminator Loss: 1.0082... Generator Loss: 1.0825 Epoch 3/6... Discriminator Loss: 1.1406... Generator Loss: 0.8378 Epoch 3/6... Discriminator Loss: 0.7194... Generator Loss: 2.3616 Epoch 3/6... Discriminator Loss: 1.0481... Generator Loss: 1.1879 Epoch 3/6... Discriminator Loss: 1.3340... Generator Loss: 1.0261 Epoch 3/6... Discriminator Loss: 1.3989... Generator Loss: 0.7200 Epoch 3/6... Discriminator Loss: 1.1531... Generator Loss: 0.8587
Epoch 3/6... Discriminator Loss: 1.2401... Generator Loss: 1.4865 Epoch 3/6... Discriminator Loss: 1.0910... Generator Loss: 1.4998 Epoch 3/6... Discriminator Loss: 1.0714... Generator Loss: 0.9565 Epoch 3/6... Discriminator Loss: 0.9664... Generator Loss: 1.5741 Epoch 3/6... Discriminator Loss: 1.1854... Generator Loss: 0.9896 Epoch 3/6... Discriminator Loss: 1.1935... Generator Loss: 1.1607 Epoch 3/6... Discriminator Loss: 1.1966... Generator Loss: 1.1699 Epoch 3/6... Discriminator Loss: 1.3731... Generator Loss: 0.5695 Epoch 3/6... Discriminator Loss: 1.0741... Generator Loss: 0.8634 Epoch 3/6... Discriminator Loss: 1.0191... Generator Loss: 1.2452 Epoch 3/6... Discriminator Loss: 1.1054... Generator Loss: 1.1804 Epoch 3/6... Discriminator Loss: 1.0940... Generator Loss: 1.1795 Epoch 3/6... Discriminator Loss: 1.1878... Generator Loss: 0.8774 Epoch 3/6... Discriminator Loss: 1.1069... Generator Loss: 1.1357 Epoch 3/6... Discriminator Loss: 1.2594... Generator Loss: 0.7887 Epoch 3/6... Discriminator Loss: 1.4324... Generator Loss: 1.4616 Epoch 3/6... Discriminator Loss: 1.1533... Generator Loss: 1.0452 Epoch 3/6... Discriminator Loss: 1.0227... Generator Loss: 1.1300 Epoch 3/6... Discriminator Loss: 1.2363... Generator Loss: 0.8596 Epoch 3/6... Discriminator Loss: 1.2368... Generator Loss: 0.7895
Epoch 3/6... Discriminator Loss: 1.3122... Generator Loss: 0.7181 Epoch 3/6... Discriminator Loss: 1.2553... Generator Loss: 0.8093 Epoch 3/6... Discriminator Loss: 1.2325... Generator Loss: 0.9475 Epoch 3/6... Discriminator Loss: 1.1732... Generator Loss: 2.1007 Epoch 3/6... Discriminator Loss: 1.1983... Generator Loss: 1.7579 Epoch 3/6... Discriminator Loss: 1.1255... Generator Loss: 1.0790 Epoch 3/6... Discriminator Loss: 1.1256... Generator Loss: 1.5903 Epoch 3/6... Discriminator Loss: 1.1282... Generator Loss: 1.4981 Epoch 3/6... Discriminator Loss: 1.0865... Generator Loss: 1.1305 Epoch 3/6... Discriminator Loss: 1.1203... Generator Loss: 0.9114 Epoch 3/6... Discriminator Loss: 1.1599... Generator Loss: 1.0262 Epoch 3/6... Discriminator Loss: 1.0939... Generator Loss: 1.1098 Epoch 3/6... Discriminator Loss: 1.0911... Generator Loss: 1.0912 Epoch 3/6... Discriminator Loss: 1.0599... Generator Loss: 1.0857 Epoch 3/6... Discriminator Loss: 1.1518... Generator Loss: 0.9663 Epoch 3/6... Discriminator Loss: 1.2278... Generator Loss: 0.7972 Epoch 3/6... Discriminator Loss: 1.0150... Generator Loss: 1.5551 Epoch 3/6... Discriminator Loss: 1.1240... Generator Loss: 1.0685 Epoch 3/6... Discriminator Loss: 1.1338... Generator Loss: 1.1222 Epoch 3/6... Discriminator Loss: 1.1772... Generator Loss: 0.8286
Epoch 3/6... Discriminator Loss: 1.1475... Generator Loss: 1.0879 Epoch 3/6... Discriminator Loss: 1.1276... Generator Loss: 1.1432 Epoch 3/6... Discriminator Loss: 1.0043... Generator Loss: 1.1238 Epoch 3/6... Discriminator Loss: 1.1319... Generator Loss: 0.9535 Epoch 3/6... Discriminator Loss: 0.8444... Generator Loss: 1.4233 Epoch 3/6... Discriminator Loss: 1.1825... Generator Loss: 1.4190 Epoch 3/6... Discriminator Loss: 1.1539... Generator Loss: 0.9730 Epoch 3/6... Discriminator Loss: 1.1887... Generator Loss: 0.9602 Epoch 3/6... Discriminator Loss: 1.1515... Generator Loss: 1.1496 Epoch 3/6... Discriminator Loss: 1.2212... Generator Loss: 1.2930 Epoch 3/6... Discriminator Loss: 1.1255... Generator Loss: 1.0979 Epoch 3/6... Discriminator Loss: 0.9964... Generator Loss: 1.0297 Epoch 3/6... Discriminator Loss: 1.2543... Generator Loss: 0.6640 Epoch 3/6... Discriminator Loss: 1.2272... Generator Loss: 0.8112 Epoch 3/6... Discriminator Loss: 1.1484... Generator Loss: 0.8787 Epoch 3/6... Discriminator Loss: 1.2050... Generator Loss: 0.7369 Epoch 3/6... Discriminator Loss: 1.0740... Generator Loss: 0.9750 Epoch 3/6... Discriminator Loss: 1.0546... Generator Loss: 1.2743 Epoch 3/6... Discriminator Loss: 1.1809... Generator Loss: 1.1208 Epoch 3/6... Discriminator Loss: 1.3671... Generator Loss: 1.0267
Epoch 3/6... Discriminator Loss: 1.1546... Generator Loss: 1.6650 Epoch 3/6... Discriminator Loss: 1.1983... Generator Loss: 1.0006 Epoch 3/6... Discriminator Loss: 1.1116... Generator Loss: 1.1814 Epoch 3/6... Discriminator Loss: 1.1182... Generator Loss: 1.1588 Epoch 3/6... Discriminator Loss: 1.1638... Generator Loss: 1.1000 Epoch 3/6... Discriminator Loss: 1.1041... Generator Loss: 1.1260 Epoch 3/6... Discriminator Loss: 1.1971... Generator Loss: 0.8019 Epoch 3/6... Discriminator Loss: 1.1605... Generator Loss: 1.3425 Epoch 3/6... Discriminator Loss: 1.1743... Generator Loss: 1.0643 Epoch 3/6... Discriminator Loss: 1.1940... Generator Loss: 0.8589 Epoch 3/6... Discriminator Loss: 1.1450... Generator Loss: 0.9299 Epoch 3/6... Discriminator Loss: 1.1710... Generator Loss: 0.9236 Epoch 3/6... Discriminator Loss: 1.1358... Generator Loss: 1.2038 Epoch 3/6... Discriminator Loss: 0.9124... Generator Loss: 1.2205 Epoch 3/6... Discriminator Loss: 1.2014... Generator Loss: 0.8643 Epoch 3/6... Discriminator Loss: 1.2391... Generator Loss: 0.7951 Epoch 3/6... Discriminator Loss: 1.1227... Generator Loss: 1.0447 Epoch 3/6... Discriminator Loss: 1.1377... Generator Loss: 1.1995 Epoch 3/6... Discriminator Loss: 1.1149... Generator Loss: 0.9160 Epoch 3/6... Discriminator Loss: 1.3738... Generator Loss: 1.5350
Epoch 3/6... Discriminator Loss: 1.2749... Generator Loss: 0.7576 Epoch 3/6... Discriminator Loss: 1.1778... Generator Loss: 0.8039 Epoch 3/6... Discriminator Loss: 1.1507... Generator Loss: 0.9535 Epoch 3/6... Discriminator Loss: 1.2067... Generator Loss: 0.7681 Epoch 3/6... Discriminator Loss: 1.1916... Generator Loss: 0.8334 Epoch 3/6... Discriminator Loss: 1.1070... Generator Loss: 1.4811 Epoch 3/6... Discriminator Loss: 1.1799... Generator Loss: 0.8515 Epoch 3/6... Discriminator Loss: 1.1985... Generator Loss: 0.8285 Epoch 3/6... Discriminator Loss: 1.2009... Generator Loss: 0.7491 Epoch 3/6... Discriminator Loss: 1.2111... Generator Loss: 0.8230 Epoch 3/6... Discriminator Loss: 1.2454... Generator Loss: 0.7764 Epoch 3/6... Discriminator Loss: 1.1313... Generator Loss: 1.2665 Epoch 3/6... Discriminator Loss: 0.8855... Generator Loss: 1.3598 Epoch 3/6... Discriminator Loss: 1.1615... Generator Loss: 1.1142 Epoch 3/6... Discriminator Loss: 1.3090... Generator Loss: 0.7307 Epoch 3/6... Discriminator Loss: 1.0597... Generator Loss: 1.5281 Epoch 3/6... Discriminator Loss: 1.0397... Generator Loss: 1.2193 Epoch 3/6... Discriminator Loss: 1.1558... Generator Loss: 0.8563 Epoch 3/6... Discriminator Loss: 0.8923... Generator Loss: 1.4303 Epoch 3/6... Discriminator Loss: 1.0719... Generator Loss: 1.3437
Epoch 3/6... Discriminator Loss: 0.9986... Generator Loss: 1.0375 Epoch 3/6... Discriminator Loss: 1.0850... Generator Loss: 0.8666 Epoch 3/6... Discriminator Loss: 1.1423... Generator Loss: 1.2348 Epoch 3/6... Discriminator Loss: 1.0250... Generator Loss: 1.0877 Epoch 3/6... Discriminator Loss: 1.1488... Generator Loss: 0.9711 Epoch 3/6... Discriminator Loss: 0.9961... Generator Loss: 1.3451 Epoch 3/6... Discriminator Loss: 1.1750... Generator Loss: 1.0852 Epoch 3/6... Discriminator Loss: 1.1824... Generator Loss: 0.8503 Epoch 3/6... Discriminator Loss: 1.1587... Generator Loss: 0.9609 Epoch 3/6... Discriminator Loss: 1.1266... Generator Loss: 0.9155 Epoch 3/6... Discriminator Loss: 1.2034... Generator Loss: 0.8707 Epoch 3/6... Discriminator Loss: 1.1330... Generator Loss: 0.9142 Epoch 3/6... Discriminator Loss: 1.1770... Generator Loss: 0.8084 Epoch 3/6... Discriminator Loss: 1.1353... Generator Loss: 0.9229 Epoch 3/6... Discriminator Loss: 1.1459... Generator Loss: 0.9383 Epoch 3/6... Discriminator Loss: 1.1948... Generator Loss: 1.3243 Epoch 3/6... Discriminator Loss: 1.1813... Generator Loss: 0.8185 Epoch 3/6... Discriminator Loss: 1.2117... Generator Loss: 0.9247 Epoch 3/6... Discriminator Loss: 1.2266... Generator Loss: 1.5639 Epoch 3/6... Discriminator Loss: 1.0330... Generator Loss: 1.5102
Epoch 3/6... Discriminator Loss: 1.2267... Generator Loss: 0.7791 Epoch 3/6... Discriminator Loss: 1.1142... Generator Loss: 0.8292 Epoch 3/6... Discriminator Loss: 1.1175... Generator Loss: 1.2019 Epoch 3/6... Discriminator Loss: 1.2025... Generator Loss: 0.7641 Epoch 3/6... Discriminator Loss: 1.0450... Generator Loss: 1.2536 Epoch 3/6... Discriminator Loss: 1.1103... Generator Loss: 1.0955 Epoch 3/6... Discriminator Loss: 1.3079... Generator Loss: 1.0412 Epoch 3/6... Discriminator Loss: 1.3859... Generator Loss: 0.6308 Epoch 3/6... Discriminator Loss: 1.3284... Generator Loss: 1.8572 Epoch 4/6... Discriminator Loss: 1.1540... Generator Loss: 1.3753 Epoch 4/6... Discriminator Loss: 1.2478... Generator Loss: 1.1787 Epoch 4/6... Discriminator Loss: 1.2099... Generator Loss: 1.0092 Epoch 4/6... Discriminator Loss: 1.2784... Generator Loss: 0.9996 Epoch 4/6... Discriminator Loss: 1.1126... Generator Loss: 1.1665 Epoch 4/6... Discriminator Loss: 1.3533... Generator Loss: 0.6092 Epoch 4/6... Discriminator Loss: 1.4196... Generator Loss: 0.5695 Epoch 4/6... Discriminator Loss: 1.3391... Generator Loss: 0.6366 Epoch 4/6... Discriminator Loss: 1.2438... Generator Loss: 0.9994 Epoch 4/6... Discriminator Loss: 1.0774... Generator Loss: 0.9784 Epoch 4/6... Discriminator Loss: 1.2001... Generator Loss: 0.9723
Epoch 4/6... Discriminator Loss: 1.1608... Generator Loss: 0.9655 Epoch 4/6... Discriminator Loss: 1.1729... Generator Loss: 1.1248 Epoch 4/6... Discriminator Loss: 1.3469... Generator Loss: 0.7438 Epoch 4/6... Discriminator Loss: 1.2371... Generator Loss: 0.7178 Epoch 4/6... Discriminator Loss: 1.3524... Generator Loss: 0.7112 Epoch 4/6... Discriminator Loss: 1.4172... Generator Loss: 0.9704 Epoch 4/6... Discriminator Loss: 1.2330... Generator Loss: 0.7917 Epoch 4/6... Discriminator Loss: 1.2336... Generator Loss: 0.7867 Epoch 4/6... Discriminator Loss: 1.0954... Generator Loss: 1.0159 Epoch 4/6... Discriminator Loss: 1.1068... Generator Loss: 0.9358 Epoch 4/6... Discriminator Loss: 1.1107... Generator Loss: 1.2435 Epoch 4/6... Discriminator Loss: 1.1878... Generator Loss: 1.0304 Epoch 4/6... Discriminator Loss: 1.1725... Generator Loss: 1.0989 Epoch 4/6... Discriminator Loss: 1.0957... Generator Loss: 1.4822 Epoch 4/6... Discriminator Loss: 1.2805... Generator Loss: 0.7771 Epoch 4/6... Discriminator Loss: 1.2093... Generator Loss: 0.9758 Epoch 4/6... Discriminator Loss: 0.9256... Generator Loss: 1.3260 Epoch 4/6... Discriminator Loss: 1.2534... Generator Loss: 0.6805 Epoch 4/6... Discriminator Loss: 1.1689... Generator Loss: 0.8643 Epoch 4/6... Discriminator Loss: 1.2198... Generator Loss: 0.9034
Epoch 4/6... Discriminator Loss: 1.2461... Generator Loss: 0.7825 Epoch 4/6... Discriminator Loss: 1.1955... Generator Loss: 0.7819 Epoch 4/6... Discriminator Loss: 1.2886... Generator Loss: 0.6941 Epoch 4/6... Discriminator Loss: 1.2559... Generator Loss: 0.8654 Epoch 4/6... Discriminator Loss: 1.0795... Generator Loss: 1.4222 Epoch 4/6... Discriminator Loss: 1.1870... Generator Loss: 1.0782 Epoch 4/6... Discriminator Loss: 1.1315... Generator Loss: 0.9283 Epoch 4/6... Discriminator Loss: 1.2404... Generator Loss: 0.9160 Epoch 4/6... Discriminator Loss: 1.2108... Generator Loss: 1.0032 Epoch 4/6... Discriminator Loss: 1.2659... Generator Loss: 1.5060 Epoch 4/6... Discriminator Loss: 1.1689... Generator Loss: 0.9716 Epoch 4/6... Discriminator Loss: 1.1962... Generator Loss: 0.9017 Epoch 4/6... Discriminator Loss: 1.1365... Generator Loss: 0.9685 Epoch 4/6... Discriminator Loss: 1.1778... Generator Loss: 0.8942 Epoch 4/6... Discriminator Loss: 1.1769... Generator Loss: 1.6701 Epoch 4/6... Discriminator Loss: 1.3193... Generator Loss: 0.8464 Epoch 4/6... Discriminator Loss: 1.2971... Generator Loss: 0.8941 Epoch 4/6... Discriminator Loss: 1.3090... Generator Loss: 0.6812 Epoch 4/6... Discriminator Loss: 1.3399... Generator Loss: 1.2118 Epoch 4/6... Discriminator Loss: 1.2545... Generator Loss: 0.7733
Epoch 4/6... Discriminator Loss: 1.1755... Generator Loss: 1.0680 Epoch 4/6... Discriminator Loss: 1.2374... Generator Loss: 0.9010 Epoch 4/6... Discriminator Loss: 1.1294... Generator Loss: 0.9936 Epoch 4/6... Discriminator Loss: 1.2156... Generator Loss: 0.7981 Epoch 4/6... Discriminator Loss: 1.2425... Generator Loss: 0.9583 Epoch 4/6... Discriminator Loss: 1.0496... Generator Loss: 1.1171 Epoch 4/6... Discriminator Loss: 1.1111... Generator Loss: 0.9634 Epoch 4/6... Discriminator Loss: 1.2056... Generator Loss: 1.3660 Epoch 4/6... Discriminator Loss: 1.2125... Generator Loss: 1.2244 Epoch 4/6... Discriminator Loss: 1.1523... Generator Loss: 1.2960 Epoch 4/6... Discriminator Loss: 1.1385... Generator Loss: 1.1484 Epoch 4/6... Discriminator Loss: 1.1324... Generator Loss: 1.0351 Epoch 4/6... Discriminator Loss: 1.0603... Generator Loss: 1.2304 Epoch 4/6... Discriminator Loss: 1.1838... Generator Loss: 1.0489 Epoch 4/6... Discriminator Loss: 1.1971... Generator Loss: 0.9243 Epoch 4/6... Discriminator Loss: 1.4766... Generator Loss: 0.5109 Epoch 4/6... Discriminator Loss: 1.2040... Generator Loss: 0.8385 Epoch 4/6... Discriminator Loss: 1.1579... Generator Loss: 0.8671 Epoch 4/6... Discriminator Loss: 1.1709... Generator Loss: 0.8224 Epoch 4/6... Discriminator Loss: 1.2293... Generator Loss: 0.7985
Epoch 4/6... Discriminator Loss: 1.2112... Generator Loss: 0.8228 Epoch 4/6... Discriminator Loss: 1.2250... Generator Loss: 0.8904 Epoch 4/6... Discriminator Loss: 1.1140... Generator Loss: 0.9832 Epoch 4/6... Discriminator Loss: 1.1734... Generator Loss: 0.9418 Epoch 4/6... Discriminator Loss: 1.1615... Generator Loss: 1.0067 Epoch 4/6... Discriminator Loss: 1.3200... Generator Loss: 0.7648 Epoch 4/6... Discriminator Loss: 1.1911... Generator Loss: 0.9700 Epoch 4/6... Discriminator Loss: 1.1983... Generator Loss: 1.2813 Epoch 4/6... Discriminator Loss: 1.1682... Generator Loss: 1.1024 Epoch 4/6... Discriminator Loss: 1.1416... Generator Loss: 1.0527 Epoch 4/6... Discriminator Loss: 1.1953... Generator Loss: 1.2550 Epoch 4/6... Discriminator Loss: 1.3111... Generator Loss: 0.7590 Epoch 4/6... Discriminator Loss: 0.9783... Generator Loss: 1.3462 Epoch 4/6... Discriminator Loss: 1.3467... Generator Loss: 0.7167 Epoch 4/6... Discriminator Loss: 1.1134... Generator Loss: 1.1511 Epoch 4/6... Discriminator Loss: 1.3279... Generator Loss: 0.6215 Epoch 4/6... Discriminator Loss: 1.3127... Generator Loss: 0.7259 Epoch 4/6... Discriminator Loss: 1.1862... Generator Loss: 0.8089 Epoch 4/6... Discriminator Loss: 1.4044... Generator Loss: 1.2763 Epoch 4/6... Discriminator Loss: 1.1953... Generator Loss: 1.2161
Epoch 4/6... Discriminator Loss: 1.2344... Generator Loss: 1.1920 Epoch 4/6... Discriminator Loss: 1.1662... Generator Loss: 1.0386 Epoch 4/6... Discriminator Loss: 1.1659... Generator Loss: 0.8221 Epoch 4/6... Discriminator Loss: 1.1790... Generator Loss: 0.9890 Epoch 4/6... Discriminator Loss: 1.1385... Generator Loss: 0.9586 Epoch 4/6... Discriminator Loss: 1.1550... Generator Loss: 1.3004 Epoch 4/6... Discriminator Loss: 1.1236... Generator Loss: 1.2016 Epoch 4/6... Discriminator Loss: 1.1400... Generator Loss: 1.1062 Epoch 4/6... Discriminator Loss: 1.1253... Generator Loss: 0.9150 Epoch 4/6... Discriminator Loss: 1.1580... Generator Loss: 1.0992 Epoch 4/6... Discriminator Loss: 1.1220... Generator Loss: 1.4260 Epoch 4/6... Discriminator Loss: 1.2567... Generator Loss: 1.1078 Epoch 4/6... Discriminator Loss: 1.2673... Generator Loss: 0.7654 Epoch 4/6... Discriminator Loss: 1.1798... Generator Loss: 0.9488 Epoch 4/6... Discriminator Loss: 1.1995... Generator Loss: 0.9146 Epoch 4/6... Discriminator Loss: 1.2314... Generator Loss: 0.7489 Epoch 4/6... Discriminator Loss: 1.1572... Generator Loss: 0.9436 Epoch 4/6... Discriminator Loss: 0.9296... Generator Loss: 1.9545 Epoch 4/6... Discriminator Loss: 1.2250... Generator Loss: 1.1725 Epoch 4/6... Discriminator Loss: 1.1892... Generator Loss: 0.8733
Epoch 4/6... Discriminator Loss: 1.1564... Generator Loss: 1.2244 Epoch 4/6... Discriminator Loss: 1.2096... Generator Loss: 1.0355 Epoch 4/6... Discriminator Loss: 1.2532... Generator Loss: 1.0142 Epoch 4/6... Discriminator Loss: 1.1319... Generator Loss: 1.3065 Epoch 4/6... Discriminator Loss: 1.1408... Generator Loss: 1.0389 Epoch 4/6... Discriminator Loss: 1.0359... Generator Loss: 1.4483 Epoch 4/6... Discriminator Loss: 1.1971... Generator Loss: 1.3865 Epoch 4/6... Discriminator Loss: 1.2569... Generator Loss: 0.9700 Epoch 4/6... Discriminator Loss: 1.1721... Generator Loss: 1.0663 Epoch 4/6... Discriminator Loss: 1.1708... Generator Loss: 1.0373 Epoch 4/6... Discriminator Loss: 1.0725... Generator Loss: 1.0952 Epoch 4/6... Discriminator Loss: 1.2936... Generator Loss: 0.9250 Epoch 4/6... Discriminator Loss: 1.2185... Generator Loss: 0.9805 Epoch 4/6... Discriminator Loss: 1.2328... Generator Loss: 0.9358 Epoch 4/6... Discriminator Loss: 1.3707... Generator Loss: 0.8688 Epoch 4/6... Discriminator Loss: 1.2010... Generator Loss: 0.9808 Epoch 4/6... Discriminator Loss: 1.2559... Generator Loss: 0.8171 Epoch 4/6... Discriminator Loss: 1.2133... Generator Loss: 0.9557 Epoch 4/6... Discriminator Loss: 1.3528... Generator Loss: 1.8042 Epoch 4/6... Discriminator Loss: 1.1373... Generator Loss: 1.0649
Epoch 4/6... Discriminator Loss: 1.2297... Generator Loss: 1.0751 Epoch 4/6... Discriminator Loss: 1.2701... Generator Loss: 1.1015 Epoch 4/6... Discriminator Loss: 1.2095... Generator Loss: 0.9880 Epoch 4/6... Discriminator Loss: 0.8051... Generator Loss: 1.6377 Epoch 4/6... Discriminator Loss: 1.2669... Generator Loss: 1.2078 Epoch 4/6... Discriminator Loss: 1.0363... Generator Loss: 1.1853 Epoch 4/6... Discriminator Loss: 1.1798... Generator Loss: 0.7818 Epoch 4/6... Discriminator Loss: 1.1005... Generator Loss: 1.1343 Epoch 4/6... Discriminator Loss: 1.2344... Generator Loss: 0.9841 Epoch 4/6... Discriminator Loss: 1.2191... Generator Loss: 1.0520 Epoch 4/6... Discriminator Loss: 1.2522... Generator Loss: 1.2465 Epoch 4/6... Discriminator Loss: 1.1146... Generator Loss: 1.1329 Epoch 4/6... Discriminator Loss: 1.1829... Generator Loss: 0.9438 Epoch 4/6... Discriminator Loss: 1.1716... Generator Loss: 0.8925 Epoch 4/6... Discriminator Loss: 1.1465... Generator Loss: 0.9223 Epoch 4/6... Discriminator Loss: 1.2063... Generator Loss: 0.9495 Epoch 4/6... Discriminator Loss: 1.1152... Generator Loss: 1.0614 Epoch 4/6... Discriminator Loss: 0.9107... Generator Loss: 1.2908 Epoch 4/6... Discriminator Loss: 1.2341... Generator Loss: 1.0236 Epoch 4/6... Discriminator Loss: 1.1664... Generator Loss: 0.9000
Epoch 4/6... Discriminator Loss: 1.3067... Generator Loss: 0.7890 Epoch 4/6... Discriminator Loss: 1.2515... Generator Loss: 0.9257 Epoch 4/6... Discriminator Loss: 1.1303... Generator Loss: 1.2080 Epoch 4/6... Discriminator Loss: 1.2149... Generator Loss: 0.8636 Epoch 4/6... Discriminator Loss: 1.1441... Generator Loss: 1.0779 Epoch 4/6... Discriminator Loss: 1.2257... Generator Loss: 0.9533 Epoch 4/6... Discriminator Loss: 1.1525... Generator Loss: 1.3223 Epoch 4/6... Discriminator Loss: 1.1971... Generator Loss: 1.0675 Epoch 4/6... Discriminator Loss: 1.3018... Generator Loss: 0.7665 Epoch 4/6... Discriminator Loss: 1.2204... Generator Loss: 0.8764 Epoch 4/6... Discriminator Loss: 1.3642... Generator Loss: 0.8548 Epoch 4/6... Discriminator Loss: 1.3056... Generator Loss: 0.7135 Epoch 4/6... Discriminator Loss: 0.8734... Generator Loss: 1.4750 Epoch 4/6... Discriminator Loss: 1.1067... Generator Loss: 1.2607 Epoch 4/6... Discriminator Loss: 1.1317... Generator Loss: 0.8605 Epoch 4/6... Discriminator Loss: 1.1561... Generator Loss: 0.8875 Epoch 4/6... Discriminator Loss: 1.2381... Generator Loss: 0.9481 Epoch 4/6... Discriminator Loss: 1.1889... Generator Loss: 0.9439 Epoch 4/6... Discriminator Loss: 1.2340... Generator Loss: 0.8038 Epoch 4/6... Discriminator Loss: 1.1800... Generator Loss: 1.2498
Epoch 4/6... Discriminator Loss: 1.4017... Generator Loss: 1.6202 Epoch 4/6... Discriminator Loss: 1.1971... Generator Loss: 1.0959 Epoch 4/6... Discriminator Loss: 1.1966... Generator Loss: 1.0943 Epoch 4/6... Discriminator Loss: 1.2656... Generator Loss: 0.9363 Epoch 4/6... Discriminator Loss: 1.1243... Generator Loss: 1.1095 Epoch 4/6... Discriminator Loss: 1.1352... Generator Loss: 0.9683 Epoch 4/6... Discriminator Loss: 1.2020... Generator Loss: 0.7766 Epoch 4/6... Discriminator Loss: 1.1787... Generator Loss: 0.9206 Epoch 4/6... Discriminator Loss: 1.2626... Generator Loss: 0.9517 Epoch 4/6... Discriminator Loss: 1.1950... Generator Loss: 1.0233 Epoch 4/6... Discriminator Loss: 1.2115... Generator Loss: 0.8898 Epoch 4/6... Discriminator Loss: 1.1168... Generator Loss: 0.9203 Epoch 4/6... Discriminator Loss: 1.2758... Generator Loss: 1.0596 Epoch 4/6... Discriminator Loss: 1.1621... Generator Loss: 0.9623 Epoch 4/6... Discriminator Loss: 1.2073... Generator Loss: 0.9782 Epoch 4/6... Discriminator Loss: 1.0983... Generator Loss: 0.9945 Epoch 4/6... Discriminator Loss: 1.3095... Generator Loss: 0.8681 Epoch 4/6... Discriminator Loss: 1.2540... Generator Loss: 1.0095 Epoch 4/6... Discriminator Loss: 1.3505... Generator Loss: 1.4043 Epoch 4/6... Discriminator Loss: 1.1841... Generator Loss: 1.2205
Epoch 4/6... Discriminator Loss: 1.2254... Generator Loss: 0.7917 Epoch 4/6... Discriminator Loss: 1.3507... Generator Loss: 0.6391 Epoch 4/6... Discriminator Loss: 1.1977... Generator Loss: 0.9531 Epoch 4/6... Discriminator Loss: 1.2060... Generator Loss: 1.0542 Epoch 4/6... Discriminator Loss: 1.2086... Generator Loss: 1.0901 Epoch 4/6... Discriminator Loss: 1.0944... Generator Loss: 1.1217 Epoch 4/6... Discriminator Loss: 1.1055... Generator Loss: 1.0832 Epoch 4/6... Discriminator Loss: 1.2068... Generator Loss: 0.9137 Epoch 4/6... Discriminator Loss: 1.1369... Generator Loss: 1.1258 Epoch 4/6... Discriminator Loss: 1.2101... Generator Loss: 1.1141 Epoch 4/6... Discriminator Loss: 1.2636... Generator Loss: 1.0171 Epoch 4/6... Discriminator Loss: 1.2421... Generator Loss: 1.0112 Epoch 4/6... Discriminator Loss: 1.3697... Generator Loss: 0.6181 Epoch 4/6... Discriminator Loss: 1.1643... Generator Loss: 1.0110 Epoch 4/6... Discriminator Loss: 1.2097... Generator Loss: 0.8756 Epoch 4/6... Discriminator Loss: 1.2851... Generator Loss: 0.7187 Epoch 4/6... Discriminator Loss: 1.2648... Generator Loss: 0.7160 Epoch 4/6... Discriminator Loss: 1.1927... Generator Loss: 0.9564 Epoch 4/6... Discriminator Loss: 1.3340... Generator Loss: 0.9367 Epoch 4/6... Discriminator Loss: 1.2615... Generator Loss: 1.0292
Epoch 4/6... Discriminator Loss: 1.3218... Generator Loss: 1.3626 Epoch 4/6... Discriminator Loss: 1.2539... Generator Loss: 0.9190 Epoch 4/6... Discriminator Loss: 1.2342... Generator Loss: 0.8553 Epoch 4/6... Discriminator Loss: 1.1497... Generator Loss: 0.8246 Epoch 4/6... Discriminator Loss: 1.2130... Generator Loss: 1.0472 Epoch 4/6... Discriminator Loss: 1.2893... Generator Loss: 0.8715 Epoch 4/6... Discriminator Loss: 1.0764... Generator Loss: 1.0231 Epoch 4/6... Discriminator Loss: 1.2291... Generator Loss: 1.0018 Epoch 4/6... Discriminator Loss: 1.2152... Generator Loss: 1.0564 Epoch 4/6... Discriminator Loss: 1.2190... Generator Loss: 0.8926 Epoch 4/6... Discriminator Loss: 1.2067... Generator Loss: 1.2172 Epoch 4/6... Discriminator Loss: 1.3489... Generator Loss: 0.7107 Epoch 4/6... Discriminator Loss: 1.1760... Generator Loss: 1.2150 Epoch 4/6... Discriminator Loss: 1.2022... Generator Loss: 0.9799 Epoch 4/6... Discriminator Loss: 1.2721... Generator Loss: 0.6963 Epoch 4/6... Discriminator Loss: 1.3120... Generator Loss: 1.0036 Epoch 4/6... Discriminator Loss: 1.4047... Generator Loss: 0.5260 Epoch 4/6... Discriminator Loss: 1.1887... Generator Loss: 0.8020 Epoch 4/6... Discriminator Loss: 1.2013... Generator Loss: 1.1234 Epoch 4/6... Discriminator Loss: 1.2970... Generator Loss: 0.7644
Epoch 4/6... Discriminator Loss: 1.1491... Generator Loss: 0.9085 Epoch 4/6... Discriminator Loss: 1.3043... Generator Loss: 0.9085 Epoch 4/6... Discriminator Loss: 1.3894... Generator Loss: 0.9914 Epoch 4/6... Discriminator Loss: 1.3036... Generator Loss: 0.6485 Epoch 4/6... Discriminator Loss: 1.2595... Generator Loss: 0.8880 Epoch 4/6... Discriminator Loss: 1.2478... Generator Loss: 0.9330 Epoch 4/6... Discriminator Loss: 1.1293... Generator Loss: 1.0439 Epoch 4/6... Discriminator Loss: 1.4000... Generator Loss: 0.6324 Epoch 4/6... Discriminator Loss: 1.2825... Generator Loss: 0.7115 Epoch 4/6... Discriminator Loss: 1.2312... Generator Loss: 0.9222 Epoch 4/6... Discriminator Loss: 1.2737... Generator Loss: 1.0895 Epoch 4/6... Discriminator Loss: 1.0287... Generator Loss: 1.2857 Epoch 4/6... Discriminator Loss: 1.1971... Generator Loss: 1.0623 Epoch 4/6... Discriminator Loss: 1.2996... Generator Loss: 0.7825 Epoch 4/6... Discriminator Loss: 1.5651... Generator Loss: 1.6975 Epoch 4/6... Discriminator Loss: 1.1995... Generator Loss: 1.0721 Epoch 4/6... Discriminator Loss: 1.1524... Generator Loss: 0.9928 Epoch 4/6... Discriminator Loss: 1.2288... Generator Loss: 0.9297 Epoch 4/6... Discriminator Loss: 1.2435... Generator Loss: 1.2704 Epoch 4/6... Discriminator Loss: 1.1761... Generator Loss: 1.0689
Epoch 4/6... Discriminator Loss: 1.3901... Generator Loss: 0.7734 Epoch 4/6... Discriminator Loss: 1.0694... Generator Loss: 1.2725 Epoch 4/6... Discriminator Loss: 1.2694... Generator Loss: 0.9652 Epoch 4/6... Discriminator Loss: 1.2837... Generator Loss: 0.7981 Epoch 4/6... Discriminator Loss: 1.2131... Generator Loss: 1.1942 Epoch 4/6... Discriminator Loss: 1.1857... Generator Loss: 1.2406 Epoch 4/6... Discriminator Loss: 1.2304... Generator Loss: 0.8699 Epoch 4/6... Discriminator Loss: 1.2733... Generator Loss: 0.8099 Epoch 4/6... Discriminator Loss: 1.3029... Generator Loss: 0.8502 Epoch 4/6... Discriminator Loss: 1.1779... Generator Loss: 1.0328 Epoch 4/6... Discriminator Loss: 1.2833... Generator Loss: 0.9485 Epoch 4/6... Discriminator Loss: 1.2888... Generator Loss: 0.7238 Epoch 4/6... Discriminator Loss: 1.2064... Generator Loss: 1.0760 Epoch 4/6... Discriminator Loss: 1.2450... Generator Loss: 0.8268 Epoch 4/6... Discriminator Loss: 1.1613... Generator Loss: 1.0634 Epoch 4/6... Discriminator Loss: 1.1541... Generator Loss: 1.0079 Epoch 4/6... Discriminator Loss: 1.3455... Generator Loss: 0.7924 Epoch 4/6... Discriminator Loss: 1.0012... Generator Loss: 1.4719 Epoch 4/6... Discriminator Loss: 1.3506... Generator Loss: 0.9227 Epoch 4/6... Discriminator Loss: 1.1405... Generator Loss: 1.0225
Epoch 4/6... Discriminator Loss: 1.1689... Generator Loss: 0.8823 Epoch 4/6... Discriminator Loss: 1.2444... Generator Loss: 0.8729 Epoch 4/6... Discriminator Loss: 1.2781... Generator Loss: 0.8875 Epoch 4/6... Discriminator Loss: 1.1353... Generator Loss: 0.8956 Epoch 4/6... Discriminator Loss: 1.2691... Generator Loss: 1.2211 Epoch 4/6... Discriminator Loss: 1.2631... Generator Loss: 0.9881 Epoch 4/6... Discriminator Loss: 1.1551... Generator Loss: 1.0566 Epoch 4/6... Discriminator Loss: 1.2311... Generator Loss: 1.1302 Epoch 4/6... Discriminator Loss: 1.1560... Generator Loss: 0.9631 Epoch 4/6... Discriminator Loss: 1.2097... Generator Loss: 0.9920 Epoch 4/6... Discriminator Loss: 1.3041... Generator Loss: 0.8314 Epoch 4/6... Discriminator Loss: 1.1529... Generator Loss: 1.0535 Epoch 4/6... Discriminator Loss: 1.2822... Generator Loss: 0.9766 Epoch 4/6... Discriminator Loss: 1.2058... Generator Loss: 1.0900 Epoch 4/6... Discriminator Loss: 1.1677... Generator Loss: 1.1368 Epoch 4/6... Discriminator Loss: 1.3253... Generator Loss: 0.7775 Epoch 4/6... Discriminator Loss: 1.1698... Generator Loss: 1.1220 Epoch 4/6... Discriminator Loss: 1.2441... Generator Loss: 1.4450 Epoch 4/6... Discriminator Loss: 1.1681... Generator Loss: 1.1423 Epoch 4/6... Discriminator Loss: 1.2907... Generator Loss: 0.9503
Epoch 4/6... Discriminator Loss: 1.1442... Generator Loss: 1.2392 Epoch 4/6... Discriminator Loss: 1.1776... Generator Loss: 1.0070 Epoch 4/6... Discriminator Loss: 1.3618... Generator Loss: 0.7659 Epoch 4/6... Discriminator Loss: 1.1783... Generator Loss: 0.9578 Epoch 4/6... Discriminator Loss: 1.1890... Generator Loss: 0.9212 Epoch 4/6... Discriminator Loss: 1.2726... Generator Loss: 0.9930 Epoch 4/6... Discriminator Loss: 1.1878... Generator Loss: 1.1037 Epoch 4/6... Discriminator Loss: 1.2622... Generator Loss: 0.9403 Epoch 4/6... Discriminator Loss: 1.2134... Generator Loss: 0.8448 Epoch 4/6... Discriminator Loss: 1.2102... Generator Loss: 1.0322 Epoch 4/6... Discriminator Loss: 1.2078... Generator Loss: 0.9547 Epoch 4/6... Discriminator Loss: 1.1553... Generator Loss: 1.2588 Epoch 4/6... Discriminator Loss: 1.1515... Generator Loss: 1.1863 Epoch 4/6... Discriminator Loss: 1.2044... Generator Loss: 1.0419 Epoch 4/6... Discriminator Loss: 1.2793... Generator Loss: 0.7967 Epoch 4/6... Discriminator Loss: 1.1191... Generator Loss: 1.1150 Epoch 4/6... Discriminator Loss: 1.2451... Generator Loss: 0.8405 Epoch 4/6... Discriminator Loss: 1.2102... Generator Loss: 1.1524 Epoch 4/6... Discriminator Loss: 1.3498... Generator Loss: 0.7909 Epoch 4/6... Discriminator Loss: 1.4411... Generator Loss: 0.5421
Epoch 4/6... Discriminator Loss: 1.2539... Generator Loss: 0.9610 Epoch 4/6... Discriminator Loss: 1.2628... Generator Loss: 1.0265 Epoch 4/6... Discriminator Loss: 1.2822... Generator Loss: 0.8233 Epoch 4/6... Discriminator Loss: 1.1987... Generator Loss: 0.8265 Epoch 4/6... Discriminator Loss: 1.1758... Generator Loss: 0.9204 Epoch 5/6... Discriminator Loss: 1.2687... Generator Loss: 0.7848 Epoch 5/6... Discriminator Loss: 1.2665... Generator Loss: 0.9278 Epoch 5/6... Discriminator Loss: 1.1860... Generator Loss: 0.7667 Epoch 5/6... Discriminator Loss: 1.1855... Generator Loss: 0.9774 Epoch 5/6... Discriminator Loss: 1.4738... Generator Loss: 0.5137 Epoch 5/6... Discriminator Loss: 1.2600... Generator Loss: 0.7428 Epoch 5/6... Discriminator Loss: 1.2648... Generator Loss: 0.8263 Epoch 5/6... Discriminator Loss: 1.1549... Generator Loss: 1.1667 Epoch 5/6... Discriminator Loss: 1.2978... Generator Loss: 0.8343 Epoch 5/6... Discriminator Loss: 1.3141... Generator Loss: 0.7179 Epoch 5/6... Discriminator Loss: 1.2695... Generator Loss: 0.7373 Epoch 5/6... Discriminator Loss: 1.3004... Generator Loss: 0.9735 Epoch 5/6... Discriminator Loss: 1.2022... Generator Loss: 0.8853 Epoch 5/6... Discriminator Loss: 1.2918... Generator Loss: 0.9540 Epoch 5/6... Discriminator Loss: 1.1769... Generator Loss: 0.8733
Epoch 5/6... Discriminator Loss: 1.2954... Generator Loss: 0.7283 Epoch 5/6... Discriminator Loss: 1.1036... Generator Loss: 1.1124 Epoch 5/6... Discriminator Loss: 1.3076... Generator Loss: 0.8140 Epoch 5/6... Discriminator Loss: 1.2307... Generator Loss: 0.9462 Epoch 5/6... Discriminator Loss: 1.2078... Generator Loss: 0.9981 Epoch 5/6... Discriminator Loss: 1.1405... Generator Loss: 1.1473 Epoch 5/6... Discriminator Loss: 1.2383... Generator Loss: 0.8676 Epoch 5/6... Discriminator Loss: 1.3436... Generator Loss: 0.6623 Epoch 5/6... Discriminator Loss: 1.2504... Generator Loss: 1.3573 Epoch 5/6... Discriminator Loss: 1.2474... Generator Loss: 1.1092 Epoch 5/6... Discriminator Loss: 1.2101... Generator Loss: 1.0363 Epoch 5/6... Discriminator Loss: 1.1965... Generator Loss: 1.0239 Epoch 5/6... Discriminator Loss: 1.3088... Generator Loss: 1.1856 Epoch 5/6... Discriminator Loss: 1.1030... Generator Loss: 1.2455 Epoch 5/6... Discriminator Loss: 1.1719... Generator Loss: 1.0044 Epoch 5/6... Discriminator Loss: 1.2546... Generator Loss: 0.8267 Epoch 5/6... Discriminator Loss: 1.2575... Generator Loss: 0.9724 Epoch 5/6... Discriminator Loss: 1.2885... Generator Loss: 0.8822 Epoch 5/6... Discriminator Loss: 1.2516... Generator Loss: 0.8414 Epoch 5/6... Discriminator Loss: 1.4627... Generator Loss: 0.4878
Epoch 5/6... Discriminator Loss: 1.2069... Generator Loss: 0.7551 Epoch 5/6... Discriminator Loss: 1.2329... Generator Loss: 0.8586 Epoch 5/6... Discriminator Loss: 1.2777... Generator Loss: 0.8120 Epoch 5/6... Discriminator Loss: 1.2567... Generator Loss: 0.8379 Epoch 5/6... Discriminator Loss: 1.2462... Generator Loss: 0.7502 Epoch 5/6... Discriminator Loss: 1.2603... Generator Loss: 0.9285 Epoch 5/6... Discriminator Loss: 0.9987... Generator Loss: 1.3900 Epoch 5/6... Discriminator Loss: 1.2527... Generator Loss: 1.0441 Epoch 5/6... Discriminator Loss: 1.1073... Generator Loss: 1.3233 Epoch 5/6... Discriminator Loss: 1.1215... Generator Loss: 1.0876 Epoch 5/6... Discriminator Loss: 1.2441... Generator Loss: 0.7230 Epoch 5/6... Discriminator Loss: 1.3211... Generator Loss: 0.7685 Epoch 5/6... Discriminator Loss: 1.1452... Generator Loss: 1.1456 Epoch 5/6... Discriminator Loss: 1.2858... Generator Loss: 0.9756 Epoch 5/6... Discriminator Loss: 1.1440... Generator Loss: 1.0532 Epoch 5/6... Discriminator Loss: 1.3396... Generator Loss: 0.8311 Epoch 5/6... Discriminator Loss: 1.0805... Generator Loss: 1.2324 Epoch 5/6... Discriminator Loss: 1.1479... Generator Loss: 0.9916 Epoch 5/6... Discriminator Loss: 1.1782... Generator Loss: 0.8593 Epoch 5/6... Discriminator Loss: 1.2406... Generator Loss: 0.9385
Epoch 5/6... Discriminator Loss: 1.3102... Generator Loss: 0.6141 Epoch 5/6... Discriminator Loss: 1.2237... Generator Loss: 0.8382 Epoch 5/6... Discriminator Loss: 1.2944... Generator Loss: 0.7259 Epoch 5/6... Discriminator Loss: 1.1438... Generator Loss: 1.0084 Epoch 5/6... Discriminator Loss: 1.2295... Generator Loss: 0.8774 Epoch 5/6... Discriminator Loss: 1.2443... Generator Loss: 1.1344 Epoch 5/6... Discriminator Loss: 1.1999... Generator Loss: 0.9252 Epoch 5/6... Discriminator Loss: 1.1647... Generator Loss: 1.0387 Epoch 5/6... Discriminator Loss: 1.1822... Generator Loss: 1.0847 Epoch 5/6... Discriminator Loss: 1.2192... Generator Loss: 0.9605 Epoch 5/6... Discriminator Loss: 1.2780... Generator Loss: 1.0032 Epoch 5/6... Discriminator Loss: 1.2157... Generator Loss: 1.1205 Epoch 5/6... Discriminator Loss: 1.3045... Generator Loss: 0.8059 Epoch 5/6... Discriminator Loss: 1.2321... Generator Loss: 1.0159 Epoch 5/6... Discriminator Loss: 1.2070... Generator Loss: 1.1675 Epoch 5/6... Discriminator Loss: 1.1733... Generator Loss: 0.9693 Epoch 5/6... Discriminator Loss: 1.2817... Generator Loss: 0.7603 Epoch 5/6... Discriminator Loss: 1.2033... Generator Loss: 1.0803 Epoch 5/6... Discriminator Loss: 1.2272... Generator Loss: 0.9699 Epoch 5/6... Discriminator Loss: 1.2501... Generator Loss: 0.9372
Epoch 5/6... Discriminator Loss: 1.1779... Generator Loss: 1.1574 Epoch 5/6... Discriminator Loss: 1.3168... Generator Loss: 0.7098 Epoch 5/6... Discriminator Loss: 1.2744... Generator Loss: 0.9723 Epoch 5/6... Discriminator Loss: 1.1460... Generator Loss: 1.1177 Epoch 5/6... Discriminator Loss: 1.1519... Generator Loss: 0.9910 Epoch 5/6... Discriminator Loss: 1.2400... Generator Loss: 0.7595 Epoch 5/6... Discriminator Loss: 1.3361... Generator Loss: 0.6845 Epoch 5/6... Discriminator Loss: 1.2611... Generator Loss: 0.7965 Epoch 5/6... Discriminator Loss: 1.2797... Generator Loss: 0.8194 Epoch 5/6... Discriminator Loss: 1.2236... Generator Loss: 0.9050 Epoch 5/6... Discriminator Loss: 1.0848... Generator Loss: 0.9998 Epoch 5/6... Discriminator Loss: 1.3556... Generator Loss: 0.8119 Epoch 5/6... Discriminator Loss: 1.3413... Generator Loss: 0.7029 Epoch 5/6... Discriminator Loss: 1.2570... Generator Loss: 0.9457 Epoch 5/6... Discriminator Loss: 1.2184... Generator Loss: 0.8917 Epoch 5/6... Discriminator Loss: 1.3087... Generator Loss: 0.8211 Epoch 5/6... Discriminator Loss: 1.2254... Generator Loss: 1.0305 Epoch 5/6... Discriminator Loss: 1.1498... Generator Loss: 0.9362 Epoch 5/6... Discriminator Loss: 1.2698... Generator Loss: 1.0483 Epoch 5/6... Discriminator Loss: 1.2148... Generator Loss: 0.9335
Epoch 5/6... Discriminator Loss: 1.2124... Generator Loss: 0.7932 Epoch 5/6... Discriminator Loss: 1.3987... Generator Loss: 0.6140 Epoch 5/6... Discriminator Loss: 1.3777... Generator Loss: 0.6299 Epoch 5/6... Discriminator Loss: 1.2625... Generator Loss: 0.6896 Epoch 5/6... Discriminator Loss: 1.2431... Generator Loss: 0.7663 Epoch 5/6... Discriminator Loss: 1.3267... Generator Loss: 0.7814 Epoch 5/6... Discriminator Loss: 1.1705... Generator Loss: 1.0581 Epoch 5/6... Discriminator Loss: 1.2124... Generator Loss: 0.9694 Epoch 5/6... Discriminator Loss: 1.2742... Generator Loss: 0.7407 Epoch 5/6... Discriminator Loss: 1.2613... Generator Loss: 0.9011 Epoch 5/6... Discriminator Loss: 1.2532... Generator Loss: 1.2693 Epoch 5/6... Discriminator Loss: 1.2475... Generator Loss: 0.8547 Epoch 5/6... Discriminator Loss: 1.1686... Generator Loss: 0.8386 Epoch 5/6... Discriminator Loss: 1.3962... Generator Loss: 0.6442 Epoch 5/6... Discriminator Loss: 1.2715... Generator Loss: 0.8644 Epoch 5/6... Discriminator Loss: 1.3574... Generator Loss: 0.6584 Epoch 5/6... Discriminator Loss: 1.1980... Generator Loss: 1.1394 Epoch 5/6... Discriminator Loss: 1.1690... Generator Loss: 1.0832 Epoch 5/6... Discriminator Loss: 1.2517... Generator Loss: 1.0054 Epoch 5/6... Discriminator Loss: 1.1933... Generator Loss: 1.1114
Epoch 5/6... Discriminator Loss: 1.2711... Generator Loss: 0.9846 Epoch 5/6... Discriminator Loss: 1.2759... Generator Loss: 0.8814 Epoch 5/6... Discriminator Loss: 1.1331... Generator Loss: 1.1027 Epoch 5/6... Discriminator Loss: 1.3506... Generator Loss: 0.6156 Epoch 5/6... Discriminator Loss: 1.2681... Generator Loss: 0.8468 Epoch 5/6... Discriminator Loss: 1.2534... Generator Loss: 0.9788 Epoch 5/6... Discriminator Loss: 1.1566... Generator Loss: 1.0475 Epoch 5/6... Discriminator Loss: 1.2688... Generator Loss: 0.9768 Epoch 5/6... Discriminator Loss: 1.2743... Generator Loss: 0.8045 Epoch 5/6... Discriminator Loss: 1.0181... Generator Loss: 1.6359 Epoch 5/6... Discriminator Loss: 1.3228... Generator Loss: 0.9597 Epoch 5/6... Discriminator Loss: 1.2071... Generator Loss: 0.9210 Epoch 5/6... Discriminator Loss: 1.2435... Generator Loss: 0.8042 Epoch 5/6... Discriminator Loss: 1.2268... Generator Loss: 1.0612 Epoch 5/6... Discriminator Loss: 1.2129... Generator Loss: 0.8392 Epoch 5/6... Discriminator Loss: 1.3739... Generator Loss: 0.6291 Epoch 5/6... Discriminator Loss: 1.2837... Generator Loss: 1.1298 Epoch 5/6... Discriminator Loss: 1.2265... Generator Loss: 1.0433 Epoch 5/6... Discriminator Loss: 1.2359... Generator Loss: 0.9771 Epoch 5/6... Discriminator Loss: 1.2543... Generator Loss: 0.9011
Epoch 5/6... Discriminator Loss: 1.3507... Generator Loss: 0.6132 Epoch 5/6... Discriminator Loss: 1.3269... Generator Loss: 0.7405 Epoch 5/6... Discriminator Loss: 1.2306... Generator Loss: 0.9108 Epoch 5/6... Discriminator Loss: 1.2196... Generator Loss: 0.8314 Epoch 5/6... Discriminator Loss: 1.2557... Generator Loss: 1.0478 Epoch 5/6... Discriminator Loss: 1.2799... Generator Loss: 0.8285 Epoch 5/6... Discriminator Loss: 1.2279... Generator Loss: 0.8966 Epoch 5/6... Discriminator Loss: 1.2041... Generator Loss: 0.9006 Epoch 5/6... Discriminator Loss: 1.3577... Generator Loss: 0.6960 Epoch 5/6... Discriminator Loss: 1.2706... Generator Loss: 1.0512 Epoch 5/6... Discriminator Loss: 1.0939... Generator Loss: 1.0889 Epoch 5/6... Discriminator Loss: 1.3479... Generator Loss: 0.7801 Epoch 5/6... Discriminator Loss: 1.3366... Generator Loss: 0.8198 Epoch 5/6... Discriminator Loss: 1.3339... Generator Loss: 0.6380 Epoch 5/6... Discriminator Loss: 1.2367... Generator Loss: 0.8849 Epoch 5/6... Discriminator Loss: 1.2692... Generator Loss: 0.8445 Epoch 5/6... Discriminator Loss: 1.2345... Generator Loss: 0.9313 Epoch 5/6... Discriminator Loss: 1.2083... Generator Loss: 0.9961 Epoch 5/6... Discriminator Loss: 1.2018... Generator Loss: 0.9903 Epoch 5/6... Discriminator Loss: 1.2125... Generator Loss: 1.1882
Epoch 5/6... Discriminator Loss: 1.2711... Generator Loss: 0.7678 Epoch 5/6... Discriminator Loss: 1.2988... Generator Loss: 0.8764 Epoch 5/6... Discriminator Loss: 1.2821... Generator Loss: 0.9392 Epoch 5/6... Discriminator Loss: 1.2135... Generator Loss: 0.9465 Epoch 5/6... Discriminator Loss: 1.3136... Generator Loss: 0.9953 Epoch 5/6... Discriminator Loss: 1.2568... Generator Loss: 0.8513 Epoch 5/6... Discriminator Loss: 1.2699... Generator Loss: 0.8628 Epoch 5/6... Discriminator Loss: 1.2788... Generator Loss: 0.8263 Epoch 5/6... Discriminator Loss: 1.2263... Generator Loss: 0.8316 Epoch 5/6... Discriminator Loss: 1.2600... Generator Loss: 0.8226 Epoch 5/6... Discriminator Loss: 1.2218... Generator Loss: 0.7033 Epoch 5/6... Discriminator Loss: 1.2181... Generator Loss: 0.8329 Epoch 5/6... Discriminator Loss: 1.3031... Generator Loss: 0.7005 Epoch 5/6... Discriminator Loss: 1.2482... Generator Loss: 0.8819 Epoch 5/6... Discriminator Loss: 1.3762... Generator Loss: 0.8010 Epoch 5/6... Discriminator Loss: 1.2157... Generator Loss: 0.9320 Epoch 5/6... Discriminator Loss: 1.2988... Generator Loss: 1.3071 Epoch 5/6... Discriminator Loss: 1.2527... Generator Loss: 1.1432 Epoch 5/6... Discriminator Loss: 1.2613... Generator Loss: 0.9463 Epoch 5/6... Discriminator Loss: 1.2757... Generator Loss: 0.7648
Epoch 5/6... Discriminator Loss: 1.2638... Generator Loss: 0.8670 Epoch 5/6... Discriminator Loss: 1.1924... Generator Loss: 0.9524 Epoch 5/6... Discriminator Loss: 1.2725... Generator Loss: 0.8364 Epoch 5/6... Discriminator Loss: 1.2033... Generator Loss: 1.0007 Epoch 5/6... Discriminator Loss: 1.3019... Generator Loss: 0.8081 Epoch 5/6... Discriminator Loss: 1.2371... Generator Loss: 0.7933 Epoch 5/6... Discriminator Loss: 1.2239... Generator Loss: 0.8362 Epoch 5/6... Discriminator Loss: 1.1978... Generator Loss: 0.9854 Epoch 5/6... Discriminator Loss: 1.1164... Generator Loss: 1.4263 Epoch 5/6... Discriminator Loss: 1.3384... Generator Loss: 0.8121 Epoch 5/6... Discriminator Loss: 1.3036... Generator Loss: 0.7493 Epoch 5/6... Discriminator Loss: 1.2337... Generator Loss: 0.9820 Epoch 5/6... Discriminator Loss: 1.1770... Generator Loss: 1.1090 Epoch 5/6... Discriminator Loss: 1.1445... Generator Loss: 0.9391 Epoch 5/6... Discriminator Loss: 1.3016... Generator Loss: 0.7424 Epoch 5/6... Discriminator Loss: 1.2035... Generator Loss: 0.8515 Epoch 5/6... Discriminator Loss: 1.1630... Generator Loss: 0.9677 Epoch 5/6... Discriminator Loss: 1.2890... Generator Loss: 1.1892 Epoch 5/6... Discriminator Loss: 1.2160... Generator Loss: 0.9553 Epoch 5/6... Discriminator Loss: 1.0859... Generator Loss: 0.9874
Epoch 5/6... Discriminator Loss: 1.2036... Generator Loss: 0.8209 Epoch 5/6... Discriminator Loss: 1.2402... Generator Loss: 0.9185 Epoch 5/6... Discriminator Loss: 1.2904... Generator Loss: 0.7897 Epoch 5/6... Discriminator Loss: 1.1868... Generator Loss: 0.8782 Epoch 5/6... Discriminator Loss: 1.3326... Generator Loss: 0.8816 Epoch 5/6... Discriminator Loss: 1.3192... Generator Loss: 0.9878 Epoch 5/6... Discriminator Loss: 1.1686... Generator Loss: 1.0255 Epoch 5/6... Discriminator Loss: 1.2667... Generator Loss: 0.8166 Epoch 5/6... Discriminator Loss: 1.2765... Generator Loss: 1.1239 Epoch 5/6... Discriminator Loss: 1.2269... Generator Loss: 1.2238 Epoch 5/6... Discriminator Loss: 1.4755... Generator Loss: 0.5102 Epoch 5/6... Discriminator Loss: 1.2474... Generator Loss: 1.0592 Epoch 5/6... Discriminator Loss: 1.2479... Generator Loss: 0.8155 Epoch 5/6... Discriminator Loss: 1.3220... Generator Loss: 0.7827 Epoch 5/6... Discriminator Loss: 1.2576... Generator Loss: 1.0976 Epoch 5/6... Discriminator Loss: 1.2457... Generator Loss: 0.8970 Epoch 5/6... Discriminator Loss: 1.2996... Generator Loss: 0.7363 Epoch 5/6... Discriminator Loss: 1.1879... Generator Loss: 0.9375 Epoch 5/6... Discriminator Loss: 1.2702... Generator Loss: 1.2885 Epoch 5/6... Discriminator Loss: 1.3696... Generator Loss: 0.7890
Epoch 5/6... Discriminator Loss: 1.3042... Generator Loss: 0.6649 Epoch 5/6... Discriminator Loss: 1.2452... Generator Loss: 0.6936 Epoch 5/6... Discriminator Loss: 1.2363... Generator Loss: 1.0204 Epoch 5/6... Discriminator Loss: 1.2857... Generator Loss: 0.8435 Epoch 5/6... Discriminator Loss: 1.2203... Generator Loss: 0.8780 Epoch 5/6... Discriminator Loss: 1.2313... Generator Loss: 1.0548 Epoch 5/6... Discriminator Loss: 1.2689... Generator Loss: 1.2192 Epoch 5/6... Discriminator Loss: 1.2059... Generator Loss: 0.8685 Epoch 5/6... Discriminator Loss: 1.2235... Generator Loss: 1.0569 Epoch 5/6... Discriminator Loss: 1.2766... Generator Loss: 0.8029 Epoch 5/6... Discriminator Loss: 1.3560... Generator Loss: 0.7928 Epoch 5/6... Discriminator Loss: 1.1528... Generator Loss: 0.8218 Epoch 5/6... Discriminator Loss: 1.2046... Generator Loss: 1.0403 Epoch 5/6... Discriminator Loss: 1.3035... Generator Loss: 0.8808 Epoch 5/6... Discriminator Loss: 1.2855... Generator Loss: 1.1600 Epoch 5/6... Discriminator Loss: 1.2185... Generator Loss: 1.0147 Epoch 5/6... Discriminator Loss: 1.1966... Generator Loss: 0.8825 Epoch 5/6... Discriminator Loss: 1.2096... Generator Loss: 1.0812 Epoch 5/6... Discriminator Loss: 1.2936... Generator Loss: 0.9994 Epoch 5/6... Discriminator Loss: 1.1502... Generator Loss: 0.9549
Epoch 5/6... Discriminator Loss: 1.2670... Generator Loss: 0.7498 Epoch 5/6... Discriminator Loss: 1.3298... Generator Loss: 0.7690 Epoch 5/6... Discriminator Loss: 1.1911... Generator Loss: 1.2441 Epoch 5/6... Discriminator Loss: 1.2795... Generator Loss: 1.0127 Epoch 5/6... Discriminator Loss: 1.2499... Generator Loss: 0.8520 Epoch 5/6... Discriminator Loss: 1.2787... Generator Loss: 0.9909 Epoch 5/6... Discriminator Loss: 1.2214... Generator Loss: 0.7424 Epoch 5/6... Discriminator Loss: 1.3513... Generator Loss: 0.8924 Epoch 5/6... Discriminator Loss: 1.3539... Generator Loss: 0.8376 Epoch 5/6... Discriminator Loss: 1.2500... Generator Loss: 0.9003 Epoch 5/6... Discriminator Loss: 1.2127... Generator Loss: 0.8526 Epoch 5/6... Discriminator Loss: 1.2792... Generator Loss: 0.9230 Epoch 5/6... Discriminator Loss: 1.2006... Generator Loss: 0.9752 Epoch 5/6... Discriminator Loss: 1.3278... Generator Loss: 0.8397 Epoch 5/6... Discriminator Loss: 1.3090... Generator Loss: 0.9076 Epoch 5/6... Discriminator Loss: 1.2727... Generator Loss: 0.9467 Epoch 5/6... Discriminator Loss: 1.3782... Generator Loss: 0.8832 Epoch 5/6... Discriminator Loss: 1.2985... Generator Loss: 0.8827 Epoch 5/6... Discriminator Loss: 1.2749... Generator Loss: 0.8804 Epoch 5/6... Discriminator Loss: 1.2575... Generator Loss: 0.9840
Epoch 5/6... Discriminator Loss: 1.2859... Generator Loss: 0.7201 Epoch 5/6... Discriminator Loss: 1.1436... Generator Loss: 0.9990 Epoch 5/6... Discriminator Loss: 1.2529... Generator Loss: 1.1051 Epoch 5/6... Discriminator Loss: 1.3311... Generator Loss: 1.0056 Epoch 5/6... Discriminator Loss: 1.3061... Generator Loss: 0.8244 Epoch 5/6... Discriminator Loss: 1.2664... Generator Loss: 0.7683 Epoch 5/6... Discriminator Loss: 1.2462... Generator Loss: 0.8105 Epoch 5/6... Discriminator Loss: 1.3041... Generator Loss: 0.7449 Epoch 5/6... Discriminator Loss: 1.2012... Generator Loss: 0.9810 Epoch 5/6... Discriminator Loss: 1.2469... Generator Loss: 0.9811 Epoch 5/6... Discriminator Loss: 1.2317... Generator Loss: 1.1646 Epoch 5/6... Discriminator Loss: 1.1301... Generator Loss: 1.0895 Epoch 5/6... Discriminator Loss: 1.2793... Generator Loss: 0.8612 Epoch 5/6... Discriminator Loss: 1.2243... Generator Loss: 0.8890 Epoch 5/6... Discriminator Loss: 1.2939... Generator Loss: 0.8435 Epoch 5/6... Discriminator Loss: 1.1379... Generator Loss: 1.1883 Epoch 5/6... Discriminator Loss: 1.3089... Generator Loss: 0.8097 Epoch 5/6... Discriminator Loss: 1.2897... Generator Loss: 0.7870 Epoch 5/6... Discriminator Loss: 1.2273... Generator Loss: 0.8251 Epoch 5/6... Discriminator Loss: 1.2581... Generator Loss: 0.7528
Epoch 5/6... Discriminator Loss: 1.2345... Generator Loss: 1.0023 Epoch 5/6... Discriminator Loss: 1.2618... Generator Loss: 0.9948 Epoch 5/6... Discriminator Loss: 1.2405... Generator Loss: 0.8796 Epoch 5/6... Discriminator Loss: 1.2427... Generator Loss: 1.0888 Epoch 5/6... Discriminator Loss: 1.3044... Generator Loss: 0.8169 Epoch 5/6... Discriminator Loss: 1.2818... Generator Loss: 0.8041 Epoch 5/6... Discriminator Loss: 1.2883... Generator Loss: 0.8200 Epoch 5/6... Discriminator Loss: 1.2818... Generator Loss: 0.6784 Epoch 5/6... Discriminator Loss: 1.1769... Generator Loss: 0.8761 Epoch 5/6... Discriminator Loss: 1.1200... Generator Loss: 1.1085 Epoch 5/6... Discriminator Loss: 1.3100... Generator Loss: 1.0034 Epoch 5/6... Discriminator Loss: 1.2675... Generator Loss: 0.8741 Epoch 5/6... Discriminator Loss: 1.2342... Generator Loss: 0.9628 Epoch 5/6... Discriminator Loss: 1.3146... Generator Loss: 0.7314 Epoch 5/6... Discriminator Loss: 1.2346... Generator Loss: 1.0440 Epoch 5/6... Discriminator Loss: 1.2562... Generator Loss: 0.7695 Epoch 5/6... Discriminator Loss: 1.3621... Generator Loss: 0.7096 Epoch 5/6... Discriminator Loss: 1.2931... Generator Loss: 0.8801 Epoch 5/6... Discriminator Loss: 1.2350... Generator Loss: 0.8737 Epoch 5/6... Discriminator Loss: 1.2990... Generator Loss: 1.1762
Epoch 5/6... Discriminator Loss: 1.2774... Generator Loss: 0.9927 Epoch 5/6... Discriminator Loss: 1.2433... Generator Loss: 1.0638 Epoch 5/6... Discriminator Loss: 1.3970... Generator Loss: 0.6195 Epoch 5/6... Discriminator Loss: 1.2129... Generator Loss: 0.8543 Epoch 5/6... Discriminator Loss: 1.2818... Generator Loss: 0.8226 Epoch 5/6... Discriminator Loss: 1.2826... Generator Loss: 0.8581 Epoch 5/6... Discriminator Loss: 1.2888... Generator Loss: 0.9611 Epoch 5/6... Discriminator Loss: 1.3138... Generator Loss: 0.8799 Epoch 5/6... Discriminator Loss: 1.2833... Generator Loss: 0.8516 Epoch 5/6... Discriminator Loss: 1.3074... Generator Loss: 0.8543 Epoch 5/6... Discriminator Loss: 1.3374... Generator Loss: 0.6753 Epoch 5/6... Discriminator Loss: 1.2619... Generator Loss: 0.7618 Epoch 5/6... Discriminator Loss: 1.3157... Generator Loss: 0.7744 Epoch 5/6... Discriminator Loss: 1.3301... Generator Loss: 0.7281 Epoch 5/6... Discriminator Loss: 1.2949... Generator Loss: 0.8392 Epoch 5/6... Discriminator Loss: 1.3249... Generator Loss: 0.7794 Epoch 5/6... Discriminator Loss: 1.3467... Generator Loss: 0.8519 Epoch 5/6... Discriminator Loss: 1.3110... Generator Loss: 0.8019 Epoch 5/6... Discriminator Loss: 1.2323... Generator Loss: 0.9990 Epoch 5/6... Discriminator Loss: 1.2677... Generator Loss: 0.7906
Epoch 5/6... Discriminator Loss: 1.2545... Generator Loss: 1.0208 Epoch 5/6... Discriminator Loss: 1.2784... Generator Loss: 0.8118 Epoch 6/6... Discriminator Loss: 1.3524... Generator Loss: 0.7015 Epoch 6/6... Discriminator Loss: 1.2815... Generator Loss: 0.8567 Epoch 6/6... Discriminator Loss: 1.3764... Generator Loss: 0.7167 Epoch 6/6... Discriminator Loss: 1.3405... Generator Loss: 0.7349 Epoch 6/6... Discriminator Loss: 1.4308... Generator Loss: 0.5940 Epoch 6/6... Discriminator Loss: 1.1969... Generator Loss: 1.0601 Epoch 6/6... Discriminator Loss: 1.2097... Generator Loss: 0.8470 Epoch 6/6... Discriminator Loss: 1.3430... Generator Loss: 0.7329 Epoch 6/6... Discriminator Loss: 1.3811... Generator Loss: 0.6339 Epoch 6/6... Discriminator Loss: 1.3719... Generator Loss: 0.8307 Epoch 6/6... Discriminator Loss: 1.2489... Generator Loss: 0.7733 Epoch 6/6... Discriminator Loss: 1.2601... Generator Loss: 0.9163 Epoch 6/6... Discriminator Loss: 1.2634... Generator Loss: 0.9295 Epoch 6/6... Discriminator Loss: 1.3824... Generator Loss: 0.9709 Epoch 6/6... Discriminator Loss: 1.2558... Generator Loss: 0.9226 Epoch 6/6... Discriminator Loss: 1.2614... Generator Loss: 0.8273 Epoch 6/6... Discriminator Loss: 1.3696... Generator Loss: 0.8596 Epoch 6/6... Discriminator Loss: 1.2579... Generator Loss: 0.9403
Epoch 6/6... Discriminator Loss: 1.2637... Generator Loss: 0.9091 Epoch 6/6... Discriminator Loss: 1.2681... Generator Loss: 0.9178 Epoch 6/6... Discriminator Loss: 1.2918... Generator Loss: 0.7931 Epoch 6/6... Discriminator Loss: 1.3477... Generator Loss: 0.8281 Epoch 6/6... Discriminator Loss: 1.3012... Generator Loss: 0.7897 Epoch 6/6... Discriminator Loss: 1.3086... Generator Loss: 0.7661 Epoch 6/6... Discriminator Loss: 1.3120... Generator Loss: 0.6520 Epoch 6/6... Discriminator Loss: 1.3369... Generator Loss: 0.8152 Epoch 6/6... Discriminator Loss: 1.2768... Generator Loss: 0.8535 Epoch 6/6... Discriminator Loss: 1.1465... Generator Loss: 0.9202 Epoch 6/6... Discriminator Loss: 1.3048... Generator Loss: 0.9396 Epoch 6/6... Discriminator Loss: 1.2346... Generator Loss: 0.9330 Epoch 6/6... Discriminator Loss: 1.3252... Generator Loss: 0.7807 Epoch 6/6... Discriminator Loss: 1.2121... Generator Loss: 1.0583 Epoch 6/6... Discriminator Loss: 1.2418... Generator Loss: 1.0046 Epoch 6/6... Discriminator Loss: 1.2772... Generator Loss: 0.7924 Epoch 6/6... Discriminator Loss: 1.2930... Generator Loss: 0.9679 Epoch 6/6... Discriminator Loss: 1.2886... Generator Loss: 0.8984 Epoch 6/6... Discriminator Loss: 1.3001... Generator Loss: 0.8139 Epoch 6/6... Discriminator Loss: 1.2025... Generator Loss: 0.9622
Epoch 6/6... Discriminator Loss: 1.2818... Generator Loss: 0.8390 Epoch 6/6... Discriminator Loss: 1.2831... Generator Loss: 0.9307 Epoch 6/6... Discriminator Loss: 1.2731... Generator Loss: 0.8147 Epoch 6/6... Discriminator Loss: 1.4171... Generator Loss: 0.6892 Epoch 6/6... Discriminator Loss: 1.2570... Generator Loss: 0.9397 Epoch 6/6... Discriminator Loss: 1.2347... Generator Loss: 0.9819 Epoch 6/6... Discriminator Loss: 1.2703... Generator Loss: 0.9570 Epoch 6/6... Discriminator Loss: 1.2809... Generator Loss: 0.8566 Epoch 6/6... Discriminator Loss: 1.2059... Generator Loss: 1.0046 Epoch 6/6... Discriminator Loss: 1.2700... Generator Loss: 0.9560 Epoch 6/6... Discriminator Loss: 1.2849... Generator Loss: 0.8131 Epoch 6/6... Discriminator Loss: 1.3427... Generator Loss: 0.9055 Epoch 6/6... Discriminator Loss: 1.2747... Generator Loss: 0.8040 Epoch 6/6... Discriminator Loss: 1.2331... Generator Loss: 0.8525 Epoch 6/6... Discriminator Loss: 1.2555... Generator Loss: 0.9557 Epoch 6/6... Discriminator Loss: 1.3136... Generator Loss: 0.8588 Epoch 6/6... Discriminator Loss: 1.2736... Generator Loss: 0.8223 Epoch 6/6... Discriminator Loss: 1.3232... Generator Loss: 0.7607 Epoch 6/6... Discriminator Loss: 1.3178... Generator Loss: 0.7983 Epoch 6/6... Discriminator Loss: 1.3131... Generator Loss: 0.8338
Epoch 6/6... Discriminator Loss: 1.3761... Generator Loss: 0.6687 Epoch 6/6... Discriminator Loss: 1.3608... Generator Loss: 0.9168 Epoch 6/6... Discriminator Loss: 1.2980... Generator Loss: 0.7796 Epoch 6/6... Discriminator Loss: 1.2943... Generator Loss: 0.9436 Epoch 6/6... Discriminator Loss: 1.3131... Generator Loss: 0.8198 Epoch 6/6... Discriminator Loss: 1.2715... Generator Loss: 0.8645 Epoch 6/6... Discriminator Loss: 1.3173... Generator Loss: 0.9220 Epoch 6/6... Discriminator Loss: 1.3110... Generator Loss: 0.7860 Epoch 6/6... Discriminator Loss: 1.3065... Generator Loss: 0.8082 Epoch 6/6... Discriminator Loss: 1.3338... Generator Loss: 0.9949 Epoch 6/6... Discriminator Loss: 1.3421... Generator Loss: 1.0520 Epoch 6/6... Discriminator Loss: 1.2318... Generator Loss: 0.9588 Epoch 6/6... Discriminator Loss: 1.2755... Generator Loss: 0.8059 Epoch 6/6... Discriminator Loss: 1.4397... Generator Loss: 1.0109 Epoch 6/6... Discriminator Loss: 1.1826... Generator Loss: 1.1327 Epoch 6/6... Discriminator Loss: 1.2974... Generator Loss: 0.8086 Epoch 6/6... Discriminator Loss: 1.3021... Generator Loss: 0.8204 Epoch 6/6... Discriminator Loss: 1.1929... Generator Loss: 1.0514 Epoch 6/6... Discriminator Loss: 1.2985... Generator Loss: 0.8814 Epoch 6/6... Discriminator Loss: 1.2810... Generator Loss: 0.7720
Epoch 6/6... Discriminator Loss: 1.2858... Generator Loss: 1.0161 Epoch 6/6... Discriminator Loss: 1.3787... Generator Loss: 0.7839 Epoch 6/6... Discriminator Loss: 1.3110... Generator Loss: 0.7927 Epoch 6/6... Discriminator Loss: 1.2529... Generator Loss: 0.7789 Epoch 6/6... Discriminator Loss: 1.3551... Generator Loss: 0.7616 Epoch 6/6... Discriminator Loss: 1.3428... Generator Loss: 0.7095 Epoch 6/6... Discriminator Loss: 1.2741... Generator Loss: 0.9002 Epoch 6/6... Discriminator Loss: 1.3573... Generator Loss: 0.7342 Epoch 6/6... Discriminator Loss: 1.2680... Generator Loss: 0.8462 Epoch 6/6... Discriminator Loss: 1.3572... Generator Loss: 0.8221 Epoch 6/6... Discriminator Loss: 1.2776... Generator Loss: 0.8945 Epoch 6/6... Discriminator Loss: 1.2014... Generator Loss: 0.8754 Epoch 6/6... Discriminator Loss: 1.3041... Generator Loss: 0.7225 Epoch 6/6... Discriminator Loss: 1.2733... Generator Loss: 0.8337 Epoch 6/6... Discriminator Loss: 1.2277... Generator Loss: 0.9546 Epoch 6/6... Discriminator Loss: 1.2984... Generator Loss: 0.8204 Epoch 6/6... Discriminator Loss: 1.3882... Generator Loss: 0.6161 Epoch 6/6... Discriminator Loss: 1.3043... Generator Loss: 0.8458 Epoch 6/6... Discriminator Loss: 1.3498... Generator Loss: 0.8697 Epoch 6/6... Discriminator Loss: 1.2235... Generator Loss: 0.9171
Epoch 6/6... Discriminator Loss: 1.2899... Generator Loss: 0.7205 Epoch 6/6... Discriminator Loss: 1.2644... Generator Loss: 0.7628 Epoch 6/6... Discriminator Loss: 1.2377... Generator Loss: 0.9680 Epoch 6/6... Discriminator Loss: 1.3287... Generator Loss: 0.8473 Epoch 6/6... Discriminator Loss: 1.3115... Generator Loss: 0.8907 Epoch 6/6... Discriminator Loss: 1.3563... Generator Loss: 0.9479 Epoch 6/6... Discriminator Loss: 1.2881... Generator Loss: 0.8654 Epoch 6/6... Discriminator Loss: 1.3449... Generator Loss: 0.9112 Epoch 6/6... Discriminator Loss: 1.3548... Generator Loss: 1.1770 Epoch 6/6... Discriminator Loss: 1.3407... Generator Loss: 0.7030 Epoch 6/6... Discriminator Loss: 1.3198... Generator Loss: 0.7928 Epoch 6/6... Discriminator Loss: 1.2854... Generator Loss: 0.7702 Epoch 6/6... Discriminator Loss: 1.3665... Generator Loss: 0.8569 Epoch 6/6... Discriminator Loss: 1.2428... Generator Loss: 0.7923 Epoch 6/6... Discriminator Loss: 1.2481... Generator Loss: 1.0006 Epoch 6/6... Discriminator Loss: 1.4128... Generator Loss: 0.7947 Epoch 6/6... Discriminator Loss: 1.2522... Generator Loss: 0.9478 Epoch 6/6... Discriminator Loss: 1.3701... Generator Loss: 0.7061 Epoch 6/6... Discriminator Loss: 1.3079... Generator Loss: 0.7453 Epoch 6/6... Discriminator Loss: 1.3177... Generator Loss: 0.7831
Epoch 6/6... Discriminator Loss: 1.2820... Generator Loss: 0.7952 Epoch 6/6... Discriminator Loss: 1.2173... Generator Loss: 0.7668 Epoch 6/6... Discriminator Loss: 1.3423... Generator Loss: 0.8157 Epoch 6/6... Discriminator Loss: 1.3158... Generator Loss: 0.8470 Epoch 6/6... Discriminator Loss: 1.2516... Generator Loss: 0.8501 Epoch 6/6... Discriminator Loss: 1.3070... Generator Loss: 0.8591 Epoch 6/6... Discriminator Loss: 1.2829... Generator Loss: 0.8388 Epoch 6/6... Discriminator Loss: 1.2472... Generator Loss: 0.9299 Epoch 6/6... Discriminator Loss: 1.3890... Generator Loss: 0.7106 Epoch 6/6... Discriminator Loss: 1.3934... Generator Loss: 0.7452 Epoch 6/6... Discriminator Loss: 1.3094... Generator Loss: 0.8686 Epoch 6/6... Discriminator Loss: 1.2685... Generator Loss: 1.0239 Epoch 6/6... Discriminator Loss: 1.2711... Generator Loss: 0.8011 Epoch 6/6... Discriminator Loss: 1.3386... Generator Loss: 0.8814 Epoch 6/6... Discriminator Loss: 1.2162... Generator Loss: 1.1670 Epoch 6/6... Discriminator Loss: 1.3987... Generator Loss: 0.8887 Epoch 6/6... Discriminator Loss: 1.3348... Generator Loss: 0.8159 Epoch 6/6... Discriminator Loss: 1.2888... Generator Loss: 1.0863 Epoch 6/6... Discriminator Loss: 1.2417... Generator Loss: 1.0242 Epoch 6/6... Discriminator Loss: 1.3009... Generator Loss: 0.8584
Epoch 6/6... Discriminator Loss: 1.3118... Generator Loss: 0.7119 Epoch 6/6... Discriminator Loss: 1.2973... Generator Loss: 0.8920 Epoch 6/6... Discriminator Loss: 1.4262... Generator Loss: 0.7019 Epoch 6/6... Discriminator Loss: 1.3791... Generator Loss: 0.7676 Epoch 6/6... Discriminator Loss: 1.3552... Generator Loss: 0.7852 Epoch 6/6... Discriminator Loss: 1.2098... Generator Loss: 0.9509 Epoch 6/6... Discriminator Loss: 1.3639... Generator Loss: 0.8130 Epoch 6/6... Discriminator Loss: 1.3799... Generator Loss: 0.8151 Epoch 6/6... Discriminator Loss: 1.3721... Generator Loss: 0.8771 Epoch 6/6... Discriminator Loss: 1.3703... Generator Loss: 1.2684 Epoch 6/6... Discriminator Loss: 1.2601... Generator Loss: 0.7094 Epoch 6/6... Discriminator Loss: 1.2573... Generator Loss: 1.0121 Epoch 6/6... Discriminator Loss: 1.3895... Generator Loss: 0.8365 Epoch 6/6... Discriminator Loss: 1.2251... Generator Loss: 0.9056 Epoch 6/6... Discriminator Loss: 1.2678... Generator Loss: 0.8608 Epoch 6/6... Discriminator Loss: 1.3522... Generator Loss: 0.7885 Epoch 6/6... Discriminator Loss: 1.3419... Generator Loss: 0.8924 Epoch 6/6... Discriminator Loss: 1.2995... Generator Loss: 0.9430 Epoch 6/6... Discriminator Loss: 1.2906... Generator Loss: 0.8552 Epoch 6/6... Discriminator Loss: 1.3637... Generator Loss: 0.8210
Epoch 6/6... Discriminator Loss: 1.3069... Generator Loss: 0.8628 Epoch 6/6... Discriminator Loss: 1.3159... Generator Loss: 1.1649 Epoch 6/6... Discriminator Loss: 1.3266... Generator Loss: 0.7349 Epoch 6/6... Discriminator Loss: 1.3351... Generator Loss: 0.7524 Epoch 6/6... Discriminator Loss: 1.3052... Generator Loss: 0.9046 Epoch 6/6... Discriminator Loss: 1.3397... Generator Loss: 0.9143 Epoch 6/6... Discriminator Loss: 1.3424... Generator Loss: 0.7396 Epoch 6/6... Discriminator Loss: 1.2869... Generator Loss: 0.8327 Epoch 6/6... Discriminator Loss: 1.2722... Generator Loss: 0.7739 Epoch 6/6... Discriminator Loss: 1.3455... Generator Loss: 0.7927 Epoch 6/6... Discriminator Loss: 1.3391... Generator Loss: 0.7389 Epoch 6/6... Discriminator Loss: 1.3410... Generator Loss: 0.9729 Epoch 6/6... Discriminator Loss: 1.3157... Generator Loss: 0.9164 Epoch 6/6... Discriminator Loss: 1.3135... Generator Loss: 0.9107 Epoch 6/6... Discriminator Loss: 1.3371... Generator Loss: 0.9005 Epoch 6/6... Discriminator Loss: 1.3551... Generator Loss: 0.8673 Epoch 6/6... Discriminator Loss: 1.2950... Generator Loss: 0.8549 Epoch 6/6... Discriminator Loss: 1.3134... Generator Loss: 0.7904 Epoch 6/6... Discriminator Loss: 1.3289... Generator Loss: 0.7604 Epoch 6/6... Discriminator Loss: 1.2131... Generator Loss: 0.8802
Epoch 6/6... Discriminator Loss: 1.2334... Generator Loss: 0.8625 Epoch 6/6... Discriminator Loss: 1.2868... Generator Loss: 0.8886 Epoch 6/6... Discriminator Loss: 1.3596... Generator Loss: 0.7371 Epoch 6/6... Discriminator Loss: 1.3003... Generator Loss: 0.8058 Epoch 6/6... Discriminator Loss: 1.2159... Generator Loss: 0.9948 Epoch 6/6... Discriminator Loss: 1.1013... Generator Loss: 1.5199 Epoch 6/6... Discriminator Loss: 1.2907... Generator Loss: 0.8616 Epoch 6/6... Discriminator Loss: 1.2242... Generator Loss: 1.0397 Epoch 6/6... Discriminator Loss: 1.3305... Generator Loss: 0.7567 Epoch 6/6... Discriminator Loss: 1.2970... Generator Loss: 0.9679 Epoch 6/6... Discriminator Loss: 1.2899... Generator Loss: 0.8070 Epoch 6/6... Discriminator Loss: 1.2881... Generator Loss: 0.7460 Epoch 6/6... Discriminator Loss: 1.4472... Generator Loss: 0.6008 Epoch 6/6... Discriminator Loss: 1.3245... Generator Loss: 1.0803 Epoch 6/6... Discriminator Loss: 1.2490... Generator Loss: 0.8913 Epoch 6/6... Discriminator Loss: 1.2441... Generator Loss: 0.9051 Epoch 6/6... Discriminator Loss: 1.3910... Generator Loss: 0.7877 Epoch 6/6... Discriminator Loss: 1.3001... Generator Loss: 0.9886 Epoch 6/6... Discriminator Loss: 1.3380... Generator Loss: 0.9193 Epoch 6/6... Discriminator Loss: 1.3963... Generator Loss: 0.6731
Epoch 6/6... Discriminator Loss: 1.3049... Generator Loss: 1.0632 Epoch 6/6... Discriminator Loss: 1.3488... Generator Loss: 0.7811 Epoch 6/6... Discriminator Loss: 1.2561... Generator Loss: 0.8611 Epoch 6/6... Discriminator Loss: 1.2826... Generator Loss: 0.8959 Epoch 6/6... Discriminator Loss: 1.3233... Generator Loss: 0.7604 Epoch 6/6... Discriminator Loss: 1.1759... Generator Loss: 1.0337 Epoch 6/6... Discriminator Loss: 1.2964... Generator Loss: 0.7873 Epoch 6/6... Discriminator Loss: 1.3213... Generator Loss: 0.8099 Epoch 6/6... Discriminator Loss: 1.3253... Generator Loss: 0.7682 Epoch 6/6... Discriminator Loss: 1.3369... Generator Loss: 0.8082 Epoch 6/6... Discriminator Loss: 1.3503... Generator Loss: 0.7332 Epoch 6/6... Discriminator Loss: 1.3326... Generator Loss: 0.7938 Epoch 6/6... Discriminator Loss: 1.2543... Generator Loss: 0.9816 Epoch 6/6... Discriminator Loss: 1.3405... Generator Loss: 0.8073 Epoch 6/6... Discriminator Loss: 1.3113... Generator Loss: 0.9689 Epoch 6/6... Discriminator Loss: 1.3006... Generator Loss: 0.8950 Epoch 6/6... Discriminator Loss: 1.2612... Generator Loss: 0.9456 Epoch 6/6... Discriminator Loss: 1.3086... Generator Loss: 0.7684 Epoch 6/6... Discriminator Loss: 1.4095... Generator Loss: 0.8676 Epoch 6/6... Discriminator Loss: 1.3733... Generator Loss: 0.8520
Epoch 6/6... Discriminator Loss: 1.3205... Generator Loss: 0.7966 Epoch 6/6... Discriminator Loss: 1.3027... Generator Loss: 0.7312 Epoch 6/6... Discriminator Loss: 1.2606... Generator Loss: 0.8300 Epoch 6/6... Discriminator Loss: 1.2630... Generator Loss: 0.9085 Epoch 6/6... Discriminator Loss: 1.2854... Generator Loss: 0.8064 Epoch 6/6... Discriminator Loss: 1.2555... Generator Loss: 0.8256 Epoch 6/6... Discriminator Loss: 1.3475... Generator Loss: 0.8987 Epoch 6/6... Discriminator Loss: 1.2434... Generator Loss: 0.8329 Epoch 6/6... Discriminator Loss: 1.2245... Generator Loss: 0.8634 Epoch 6/6... Discriminator Loss: 1.3412... Generator Loss: 0.6726 Epoch 6/6... Discriminator Loss: 1.1925... Generator Loss: 0.8932 Epoch 6/6... Discriminator Loss: 1.2549... Generator Loss: 0.9689 Epoch 6/6... Discriminator Loss: 1.3335... Generator Loss: 0.9358 Epoch 6/6... Discriminator Loss: 1.2290... Generator Loss: 0.9219 Epoch 6/6... Discriminator Loss: 1.3022... Generator Loss: 0.6976 Epoch 6/6... Discriminator Loss: 1.3241... Generator Loss: 0.7500 Epoch 6/6... Discriminator Loss: 1.3102... Generator Loss: 0.7238 Epoch 6/6... Discriminator Loss: 1.2999... Generator Loss: 0.8515 Epoch 6/6... Discriminator Loss: 1.2949... Generator Loss: 0.7510 Epoch 6/6... Discriminator Loss: 1.2764... Generator Loss: 0.7828
Epoch 6/6... Discriminator Loss: 1.3235... Generator Loss: 1.0605 Epoch 6/6... Discriminator Loss: 1.3265... Generator Loss: 0.7863 Epoch 6/6... Discriminator Loss: 1.2888... Generator Loss: 0.8071 Epoch 6/6... Discriminator Loss: 1.4150... Generator Loss: 0.7886 Epoch 6/6... Discriminator Loss: 1.3019... Generator Loss: 0.7890 Epoch 6/6... Discriminator Loss: 1.2479... Generator Loss: 0.8623 Epoch 6/6... Discriminator Loss: 1.2441... Generator Loss: 0.8708 Epoch 6/6... Discriminator Loss: 1.2966... Generator Loss: 0.8320 Epoch 6/6... Discriminator Loss: 1.2857... Generator Loss: 0.8834 Epoch 6/6... Discriminator Loss: 1.2863... Generator Loss: 0.8618 Epoch 6/6... Discriminator Loss: 1.2464... Generator Loss: 0.9064 Epoch 6/6... Discriminator Loss: 1.2747... Generator Loss: 0.9022 Epoch 6/6... Discriminator Loss: 1.2853... Generator Loss: 0.9013 Epoch 6/6... Discriminator Loss: 1.4071... Generator Loss: 0.7002 Epoch 6/6... Discriminator Loss: 1.3596... Generator Loss: 0.7564 Epoch 6/6... Discriminator Loss: 1.3024... Generator Loss: 0.9114 Epoch 6/6... Discriminator Loss: 1.3688... Generator Loss: 0.8496 Epoch 6/6... Discriminator Loss: 1.3146... Generator Loss: 0.8407 Epoch 6/6... Discriminator Loss: 1.2822... Generator Loss: 1.0343 Epoch 6/6... Discriminator Loss: 1.3070... Generator Loss: 0.8468
Epoch 6/6... Discriminator Loss: 1.2742... Generator Loss: 0.8670 Epoch 6/6... Discriminator Loss: 1.3220... Generator Loss: 0.7886 Epoch 6/6... Discriminator Loss: 1.3532... Generator Loss: 0.8440 Epoch 6/6... Discriminator Loss: 1.2764... Generator Loss: 0.9148 Epoch 6/6... Discriminator Loss: 1.2530... Generator Loss: 0.8722 Epoch 6/6... Discriminator Loss: 1.4270... Generator Loss: 0.7273 Epoch 6/6... Discriminator Loss: 1.2749... Generator Loss: 0.9260 Epoch 6/6... Discriminator Loss: 1.3637... Generator Loss: 0.8086 Epoch 6/6... Discriminator Loss: 1.3133... Generator Loss: 0.7544 Epoch 6/6... Discriminator Loss: 1.3861... Generator Loss: 0.9492 Epoch 6/6... Discriminator Loss: 1.2829... Generator Loss: 0.9356 Epoch 6/6... Discriminator Loss: 1.3388... Generator Loss: 0.9131 Epoch 6/6... Discriminator Loss: 1.3460... Generator Loss: 0.7673 Epoch 6/6... Discriminator Loss: 1.2107... Generator Loss: 0.9323 Epoch 6/6... Discriminator Loss: 1.3507... Generator Loss: 0.7906 Epoch 6/6... Discriminator Loss: 1.2383... Generator Loss: 0.8579 Epoch 6/6... Discriminator Loss: 1.3684... Generator Loss: 0.8602 Epoch 6/6... Discriminator Loss: 1.3133... Generator Loss: 0.8731 Epoch 6/6... Discriminator Loss: 1.3043... Generator Loss: 0.8478 Epoch 6/6... Discriminator Loss: 1.3905... Generator Loss: 0.7248
Epoch 6/6... Discriminator Loss: 1.3509... Generator Loss: 0.7822 Epoch 6/6... Discriminator Loss: 1.3670... Generator Loss: 0.7845 Epoch 6/6... Discriminator Loss: 1.3781... Generator Loss: 0.7135 Epoch 6/6... Discriminator Loss: 1.3180... Generator Loss: 0.6899 Epoch 6/6... Discriminator Loss: 1.4279... Generator Loss: 0.5954 Epoch 6/6... Discriminator Loss: 1.3267... Generator Loss: 0.8144 Epoch 6/6... Discriminator Loss: 1.3430... Generator Loss: 0.9377 Epoch 6/6... Discriminator Loss: 1.2921... Generator Loss: 0.8210 Epoch 6/6... Discriminator Loss: 1.2877... Generator Loss: 0.8685 Epoch 6/6... Discriminator Loss: 1.3072... Generator Loss: 0.9135 Epoch 6/6... Discriminator Loss: 1.3164... Generator Loss: 0.9140 Epoch 6/6... Discriminator Loss: 1.2820... Generator Loss: 0.7827 Epoch 6/6... Discriminator Loss: 1.2621... Generator Loss: 0.9081 Epoch 6/6... Discriminator Loss: 1.2918... Generator Loss: 0.7871 Epoch 6/6... Discriminator Loss: 1.3376... Generator Loss: 0.7577 Epoch 6/6... Discriminator Loss: 1.3178... Generator Loss: 0.8535 Epoch 6/6... Discriminator Loss: 1.3655... Generator Loss: 0.9863 Epoch 6/6... Discriminator Loss: 1.3412... Generator Loss: 0.9667 Epoch 6/6... Discriminator Loss: 1.2468... Generator Loss: 0.9874 Epoch 6/6... Discriminator Loss: 1.3760... Generator Loss: 0.7023
Epoch 6/6... Discriminator Loss: 1.3551... Generator Loss: 0.8554 Epoch 6/6... Discriminator Loss: 1.2474... Generator Loss: 0.8647 Epoch 6/6... Discriminator Loss: 1.3180... Generator Loss: 0.8057 Epoch 6/6... Discriminator Loss: 1.3772... Generator Loss: 0.7738 Epoch 6/6... Discriminator Loss: 1.4867... Generator Loss: 0.6538 Epoch 6/6... Discriminator Loss: 1.3021... Generator Loss: 0.8332 Epoch 6/6... Discriminator Loss: 1.3748... Generator Loss: 0.5871 Epoch 6/6... Discriminator Loss: 1.2266... Generator Loss: 0.7907 Epoch 6/6... Discriminator Loss: 1.3844... Generator Loss: 0.7564 Epoch 6/6... Discriminator Loss: 1.2967... Generator Loss: 0.7982 Epoch 6/6... Discriminator Loss: 1.2593... Generator Loss: 0.9415 Epoch 6/6... Discriminator Loss: 1.3445... Generator Loss: 0.7326 Epoch 6/6... Discriminator Loss: 1.3174... Generator Loss: 0.9197 Epoch 6/6... Discriminator Loss: 1.2686... Generator Loss: 0.9749 Epoch 6/6... Discriminator Loss: 1.3230... Generator Loss: 0.9040 Epoch 6/6... Discriminator Loss: 1.4164... Generator Loss: 0.6383 Epoch 6/6... Discriminator Loss: 1.2965... Generator Loss: 0.9744 Epoch 6/6... Discriminator Loss: 1.3493... Generator Loss: 0.8560
When submitting this project, make sure to run all the cells before saving the notebook. Save the notebook file as "dlnd_face_generation.ipynb" and save it as a HTML file under "File" -> "Download as". Include the "helper.py" and "problem_unittests.py" files in your submission.